{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Learning sequence of skills"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adala agent is able to create the sequence of skills based on the provided input/output samples.\n",
    "In the example below, we ask agent to build two skills from scratch with the following requirements:\n",
    "\n",
    "1. First skill get's nutrients `\"category\"` name as input and should produce the output similar to what we specify in `\"entities\"` (for example, list of common nutrients based on provided category)\n",
    "\n",
    "2. Second skill gets the output of the first skill (`\"entities\"`) and generate the text, using the examples provided in the ground truth.\n",
    "\n",
    "In other words, agent learns how to perform the data generation pipeline like `\"category\"` --> `\"entities\"` --> `\"description\"`. \n",
    "You can adjust to your specific use case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "\n",
       "=&gt; Iteration #<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>: Getting feedback, analyzing and improving <span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n",
       "\n",
       "=> Iteration #\u001b[1;36m0\u001b[0m: Getting feedback, analyzing and improving \u001b[33m...\u001b[0m\n"
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     "output_type": "display_data"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_0\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Applying skill: skill_0\n"
      ]
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     "output_type": "display_data"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_1\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Applying skill: skill_1\n"
      ]
     },
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Predictions and feedback:\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Predictions and feedback:\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">                                                                                                                   \n",
       " <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> category      </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> entities       </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> text          </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0        </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1       </span> \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Macronutrients   Macronutrien…  \n",
       "  incorrect.      incorrect.                      Proteins, Fats   provide quick   are essential    are crucial    \n",
       "  Correct         Correct                                          energy,         nutrients that   nutrients      \n",
       "  answer:         answer:                                          proteins are    are required     that the body  \n",
       "  \"Carbohydrat…   \"Carbohydrat…                                    essential for   in large         needs in       \n",
       "  Proteins,       provide quick                                    muscle repair   amounts by the   large          \n",
       "  Fats\"           energy,                                          and growth,     body for         quantities to  \n",
       "                  proteins are                                     and fats are    proper           function       \n",
       "                  essential for                                    vital for       functioning.     properly.      \n",
       "                  muscle repair                                    long-term       They include     They consist   \n",
       "                  and growth,                                      energy          carbohydrates,   of             \n",
       "                  and fats are                                     storage and     proteins, and    carbohydrate…  \n",
       "                  vital for                                        cell            fats. These      proteins, and  \n",
       "                  long-term                                        function.       nutrients        fats, and are  \n",
       "                  energy                                                           provide the      responsible    \n",
       "                  storage and                                                      body with        for providing  \n",
       "                  cell                                                             energy,          energy,        \n",
       "                  function.\"                                                       support growth   supporting     \n",
       "                                                                                   and              growth and     \n",
       "                                                                                   development,     development,   \n",
       "                                                                                   and help         and            \n",
       "                                                                                   maintain         maintaining    \n",
       "                                                                                   overall          overall        \n",
       "                                                                                   health.          health.        \n",
       "                                                                                                                   \n",
       "                                                                                   Carbohydrates    Carbohydrates  \n",
       "                                                                                   are the main     are the        \n",
       "                                                                                   source of        primary        \n",
       "                                                                                   energy for the   source of      \n",
       "                                                                                   body. They are   energy for     \n",
       "                                                                                   found in foods   the body and   \n",
       "                                                                                   such as          can be found   \n",
       "                                                                                   grains,          in foods like  \n",
       "                                                                                   fruits, and      grains,        \n",
       "                                                                                   vegetables.      fruits, and    \n",
       "                                                                                   They are         vegetables.    \n",
       "                                                                                   broken down      They are       \n",
       "                                                                                   into glucose,    broken down    \n",
       "                                                                                   which is used    into glucose,  \n",
       "                                                                                   by the body      which is used  \n",
       "                                                                                   for energy.      by the body    \n",
       "                                                                                   Carbohydrates    for energy.    \n",
       "                                                                                   also provide     Carbohydrates  \n",
       "                                                                                   fiber, which     also provide   \n",
       "                                                                                   is important     fiber, which   \n",
       "                                                                                   for digestive    is essential   \n",
       "                                                                                   health.          for digestive  \n",
       "                                                                                                    health.        \n",
       "                                                                                   Proteins are                    \n",
       "                                                                                   essential for    Proteins are   \n",
       "                                                                                   building and     necessary for  \n",
       "                                                                                   repairing        building and   \n",
       "                                                                                   tissues in the   repairing      \n",
       "                                                                                   body. They are   tissues in     \n",
       "                                                                                   made up of       the body.      \n",
       "                                                                                   amino acids      They are       \n",
       "                                                                                   and can be       composed of    \n",
       "                                                                                   found in foods   amino acids    \n",
       "                                                                                   such as meat,    and can be     \n",
       "                                                                                   fish, eggs,      found in       \n",
       "                                                                                   and beans.       foods such as  \n",
       "                                                                                   Proteins also    meat, fish,    \n",
       "                                                                                   play a role in   eggs, and      \n",
       "                                                                                   hormone and      beans.         \n",
       "                                                                                   enzyme           Proteins also  \n",
       "                                                                                   production, as   play a role    \n",
       "                                                                                   well as          in hormone     \n",
       "                                                                                   maintaining a    and enzyme     \n",
       "                                                                                   healthy immune   production,    \n",
       "                                                                                   system.          as well as     \n",
       "                                                                                                    maintaining a  \n",
       "                                                                                   Fats are         strong immune  \n",
       "                                                                                   another          system.        \n",
       "                                                                                   important                       \n",
       "                                                                                   source of        Fats are       \n",
       "                                                                                   energy for the   another        \n",
       "                                                                                   body. They       important      \n",
       "                                                                                   also help with   source of      \n",
       "                                                                                   the absorption   energy for     \n",
       "                                                                                   of vitamins      the body.      \n",
       "                                                                                   and minerals     They also aid  \n",
       "                                                                                   and provide      in the         \n",
       "                                                                                   insulation for   absorption of  \n",
       "                                                                                   the body. Fats   vitamins and   \n",
       "                                                                                   can be found     minerals and   \n",
       "                                                                                   in foods such    provide        \n",
       "                                                                                   as oils, nuts,   insulation     \n",
       "                                                                                   and avocados.    for the body.  \n",
       "                                                                                                    Fats can be    \n",
       "                                                                                   It is            found in       \n",
       "                                                                                   important to     foods like     \n",
       "                                                                                   have a           oils, nuts,    \n",
       "                                                                                   balanced         and avocados.  \n",
       "                                                                                   intake of all                   \n",
       "                                                                                   three            Maintaining a  \n",
       "                                                                                   macronutrients   balanced       \n",
       "                                                                                   in order to      intake of all  \n",
       "                                                                                   maintain good    three          \n",
       "                                                                                   health. The      macronutrien…  \n",
       "                                                                                   recommended      is crucial     \n",
       "                                                                                   daily intake     for good       \n",
       "                                                                                   of each          health. The    \n",
       "                                                                                   macronutrient    recommended    \n",
       "                                                                                   varies based     daily intake   \n",
       "                                                                                   on factors       of each        \n",
       "                                                                                   such as age,     macronutrient  \n",
       "                                                                                   gender, and      varies         \n",
       "                                                                                   activity         depending on   \n",
       "                                                                                   level.           factors like   \n",
       "                                                                                   Consulting       age, gender,   \n",
       "                                                                                   with a           and activity   \n",
       "                                                                                   healthcare       level.         \n",
       "                                                                                   professional     Seeking        \n",
       "                                                                                   or registered    guidance from  \n",
       "                                                                                   dietitian can    a healthcare   \n",
       "                                                                                   help determine   professional   \n",
       "                                                                                   the              or registered  \n",
       "                                                                                   appropriate      dietitian can  \n",
       "                                                                                   amount of        help           \n",
       "                                                                                   macronutrients   determine the  \n",
       "                                                                                   for an           appropriate    \n",
       "                                                                                   individual's     amount of      \n",
       "                                                                                   specific         macronutrien…  \n",
       "                                                                                   needs.           for an         \n",
       "                                                                                                    individual's   \n",
       "                                                                                                    specific       \n",
       "                                                                                                    needs.         \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamins      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A is  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamins are   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamins are  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> essential      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> nutrients that </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> maintaining   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> our body needs </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good health   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A,   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> in small       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and           </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> amounts to     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> preventing    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D\"    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> function       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> diseases. Our </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> properly. They </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body needs 13 </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> play a crucial </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> essential     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> role in        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamins,     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> maintaining    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> including A,  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good health    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> B, C, D, E,   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and preventing </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and K, in     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> various        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> small amounts </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> diseases.      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> to function   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> There are 13   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> properly.     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> essential      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Each vitamin  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamins that  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> has a         </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> our body       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> specific      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> needs,         </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> function,     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> including      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> such as       </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamins A, B, </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> aiding in red </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> C, D, E, and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> blood cell    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> K. Each        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamin has a  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and           </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.\"     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> specific       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> strengthening </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> function, such </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the immune    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> as helping     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system. While </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> with the       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> a balanced    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> diet can      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> red blood      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> provide most  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> cells,         </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamins,     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> strengthening  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> some may need </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the immune     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> supplements.  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system, and    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> It is         </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> promoting      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> important to  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> healthy skin   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> consult with  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and hair.      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> a healthcare  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> While most     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> professional  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamins can   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> before        </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> be obtained    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> starting any  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> through a      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> supplements.  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> balanced diet, </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> some people    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> may need to    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> take           </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> supplements to </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> meet their     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> daily          </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> requirements.  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> It is          </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> important to   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> consult with a </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> healthcare     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> professional   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> before         </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> starting any   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamin        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> supplements.   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Minerals are     Minerals are   \n",
       "  incorrect.      incorrect.                      Magnesium        necessary for   naturally        substances     \n",
       "  Correct         Correct                                          maintaining     occurring        that occur     \n",
       "  answer:         answer:                                          healthy bones   substances       naturally and  \n",
       "  \"Calcium,       \"Calcium is                                      and teeth,      that are solid   are solid and  \n",
       "  Iron,           necessary for                                    Iron is         and inorganic.   inorganic.     \n",
       "  Magnesium\"      maintaining                                      crucial for     They are         They are       \n",
       "                  healthy bones                                    making red      formed through   created        \n",
       "                  and teeth,                                       blood cells     geological       through        \n",
       "                  Iron is                                          and             processes and    geological     \n",
       "                  crucial for                                      transporting    have a           processes and  \n",
       "                  making red                                       oxygen          definite         have a         \n",
       "                  blood cells                                      throughout      chemical         specific       \n",
       "                  and                                              the body, and   composition      chemical       \n",
       "                  transporting                                     Magnesium       and crystal      composition    \n",
       "                  oxygen                                           plays a role    structure.       and crystal    \n",
       "                  throughout                                       in over 300     Minerals are     structure.     \n",
       "                  the body, and                                    enzyme          essential for    Our bodies     \n",
       "                  Magnesium                                        reactions in    the              require        \n",
       "                  plays a role                                     the human       functioning of   minerals for   \n",
       "                  in over 300                                      body,           our bodies and   proper         \n",
       "                  enzyme                                           including the   are found in a   functioning    \n",
       "                  reactions in                                     metabolism of   wide variety     and they can   \n",
       "                  the human                                        food,           of foods,        be found in a  \n",
       "                  body,                                            synthesis of    including        variety of     \n",
       "                  including the                                    fatty acids     fruits,          foods such as  \n",
       "                  metabolism of                                    and proteins,   vegetables,      fruits,        \n",
       "                  food,                                            and the         grains, and      vegetables,    \n",
       "                  synthesis of                                     transmission    meats. Some      grains, and    \n",
       "                  fatty acids                                      of nerve        common           meats. Some    \n",
       "                  and proteins,                                    impulses.       minerals         well-known     \n",
       "                  and the                                                          include          minerals       \n",
       "                  transmission                                                     calcium, iron,   include        \n",
       "                  of nerve                                                         potassium, and   calcium,       \n",
       "                  impulses.\"                                                       magnesium.       iron,          \n",
       "                                                                                   They play        potassium,     \n",
       "                                                                                   important        and            \n",
       "                                                                                   roles in         magnesium.     \n",
       "                                                                                   maintaining      They are       \n",
       "                                                                                   healthy bones,   crucial for    \n",
       "                                                                                   teeth, and       maintaining    \n",
       "                                                                                   muscles, as      strong bones,  \n",
       "                                                                                   well as          teeth, and     \n",
       "                                                                                   regulating       muscles, as    \n",
       "                                                                                   various bodily   well as        \n",
       "                                                                                   functions.       regulating     \n",
       "                                                                                   Minerals are     various        \n",
       "                                                                                   also used in     bodily         \n",
       "                                                                                   many             functions.     \n",
       "                                                                                   industrial       Additionally,  \n",
       "                                                                                   processes and    minerals are   \n",
       "                                                                                   are important    utilized in    \n",
       "                                                                                   components of    numerous       \n",
       "                                                                                   building         industrial     \n",
       "                                                                                   materials,       processes and  \n",
       "                                                                                   electronics,     are essential  \n",
       "                                                                                   and other        components of  \n",
       "                                                                                   products.        building       \n",
       "                                                                                                    materials,     \n",
       "                                                                                                    electronics,   \n",
       "                                                                                                    and other      \n",
       "                                                                                                    goods.         \n",
       "                                                                                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "                                                                                                                   \n",
       " \u001b[1;35m \u001b[0m\u001b[1;35mskill_0__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mcategory     \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mentities      \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mtext         \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_0       \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1      \u001b[0m\u001b[1;35m \u001b[0m \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Macronutrients   Macronutrien…  \n",
       "  incorrect.      incorrect.                      Proteins, Fats   provide quick   are essential    are crucial    \n",
       "  Correct         Correct                                          energy,         nutrients that   nutrients      \n",
       "  answer:         answer:                                          proteins are    are required     that the body  \n",
       "  \"Carbohydrat…   \"Carbohydrat…                                    essential for   in large         needs in       \n",
       "  Proteins,       provide quick                                    muscle repair   amounts by the   large          \n",
       "  Fats\"           energy,                                          and growth,     body for         quantities to  \n",
       "                  proteins are                                     and fats are    proper           function       \n",
       "                  essential for                                    vital for       functioning.     properly.      \n",
       "                  muscle repair                                    long-term       They include     They consist   \n",
       "                  and growth,                                      energy          carbohydrates,   of             \n",
       "                  and fats are                                     storage and     proteins, and    carbohydrate…  \n",
       "                  vital for                                        cell            fats. These      proteins, and  \n",
       "                  long-term                                        function.       nutrients        fats, and are  \n",
       "                  energy                                                           provide the      responsible    \n",
       "                  storage and                                                      body with        for providing  \n",
       "                  cell                                                             energy,          energy,        \n",
       "                  function.\"                                                       support growth   supporting     \n",
       "                                                                                   and              growth and     \n",
       "                                                                                   development,     development,   \n",
       "                                                                                   and help         and            \n",
       "                                                                                   maintain         maintaining    \n",
       "                                                                                   overall          overall        \n",
       "                                                                                   health.          health.        \n",
       "                                                                                                                   \n",
       "                                                                                   Carbohydrates    Carbohydrates  \n",
       "                                                                                   are the main     are the        \n",
       "                                                                                   source of        primary        \n",
       "                                                                                   energy for the   source of      \n",
       "                                                                                   body. They are   energy for     \n",
       "                                                                                   found in foods   the body and   \n",
       "                                                                                   such as          can be found   \n",
       "                                                                                   grains,          in foods like  \n",
       "                                                                                   fruits, and      grains,        \n",
       "                                                                                   vegetables.      fruits, and    \n",
       "                                                                                   They are         vegetables.    \n",
       "                                                                                   broken down      They are       \n",
       "                                                                                   into glucose,    broken down    \n",
       "                                                                                   which is used    into glucose,  \n",
       "                                                                                   by the body      which is used  \n",
       "                                                                                   for energy.      by the body    \n",
       "                                                                                   Carbohydrates    for energy.    \n",
       "                                                                                   also provide     Carbohydrates  \n",
       "                                                                                   fiber, which     also provide   \n",
       "                                                                                   is important     fiber, which   \n",
       "                                                                                   for digestive    is essential   \n",
       "                                                                                   health.          for digestive  \n",
       "                                                                                                    health.        \n",
       "                                                                                   Proteins are                    \n",
       "                                                                                   essential for    Proteins are   \n",
       "                                                                                   building and     necessary for  \n",
       "                                                                                   repairing        building and   \n",
       "                                                                                   tissues in the   repairing      \n",
       "                                                                                   body. They are   tissues in     \n",
       "                                                                                   made up of       the body.      \n",
       "                                                                                   amino acids      They are       \n",
       "                                                                                   and can be       composed of    \n",
       "                                                                                   found in foods   amino acids    \n",
       "                                                                                   such as meat,    and can be     \n",
       "                                                                                   fish, eggs,      found in       \n",
       "                                                                                   and beans.       foods such as  \n",
       "                                                                                   Proteins also    meat, fish,    \n",
       "                                                                                   play a role in   eggs, and      \n",
       "                                                                                   hormone and      beans.         \n",
       "                                                                                   enzyme           Proteins also  \n",
       "                                                                                   production, as   play a role    \n",
       "                                                                                   well as          in hormone     \n",
       "                                                                                   maintaining a    and enzyme     \n",
       "                                                                                   healthy immune   production,    \n",
       "                                                                                   system.          as well as     \n",
       "                                                                                                    maintaining a  \n",
       "                                                                                   Fats are         strong immune  \n",
       "                                                                                   another          system.        \n",
       "                                                                                   important                       \n",
       "                                                                                   source of        Fats are       \n",
       "                                                                                   energy for the   another        \n",
       "                                                                                   body. They       important      \n",
       "                                                                                   also help with   source of      \n",
       "                                                                                   the absorption   energy for     \n",
       "                                                                                   of vitamins      the body.      \n",
       "                                                                                   and minerals     They also aid  \n",
       "                                                                                   and provide      in the         \n",
       "                                                                                   insulation for   absorption of  \n",
       "                                                                                   the body. Fats   vitamins and   \n",
       "                                                                                   can be found     minerals and   \n",
       "                                                                                   in foods such    provide        \n",
       "                                                                                   as oils, nuts,   insulation     \n",
       "                                                                                   and avocados.    for the body.  \n",
       "                                                                                                    Fats can be    \n",
       "                                                                                   It is            found in       \n",
       "                                                                                   important to     foods like     \n",
       "                                                                                   have a           oils, nuts,    \n",
       "                                                                                   balanced         and avocados.  \n",
       "                                                                                   intake of all                   \n",
       "                                                                                   three            Maintaining a  \n",
       "                                                                                   macronutrients   balanced       \n",
       "                                                                                   in order to      intake of all  \n",
       "                                                                                   maintain good    three          \n",
       "                                                                                   health. The      macronutrien…  \n",
       "                                                                                   recommended      is crucial     \n",
       "                                                                                   daily intake     for good       \n",
       "                                                                                   of each          health. The    \n",
       "                                                                                   macronutrient    recommended    \n",
       "                                                                                   varies based     daily intake   \n",
       "                                                                                   on factors       of each        \n",
       "                                                                                   such as age,     macronutrient  \n",
       "                                                                                   gender, and      varies         \n",
       "                                                                                   activity         depending on   \n",
       "                                                                                   level.           factors like   \n",
       "                                                                                   Consulting       age, gender,   \n",
       "                                                                                   with a           and activity   \n",
       "                                                                                   healthcare       level.         \n",
       "                                                                                   professional     Seeking        \n",
       "                                                                                   or registered    guidance from  \n",
       "                                                                                   dietitian can    a healthcare   \n",
       "                                                                                   help determine   professional   \n",
       "                                                                                   the              or registered  \n",
       "                                                                                   appropriate      dietitian can  \n",
       "                                                                                   amount of        help           \n",
       "                                                                                   macronutrients   determine the  \n",
       "                                                                                   for an           appropriate    \n",
       "                                                                                   individual's     amount of      \n",
       "                                                                                   specific         macronutrien…  \n",
       "                                                                                   needs.           for an         \n",
       "                                                                                                    individual's   \n",
       "                                                                                                    specific       \n",
       "                                                                                                    needs.         \n",
       " \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamins     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A is \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamins are  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamins are \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2messential     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mnutrients that\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mmaintaining  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mour body needs\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood health  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2m\"Vitamin A,  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2m\"Vitamin A is\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2min small      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mand          \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mVitamin C,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mamounts to    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mpreventing   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mVitamin D\"   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mfunction      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mdiseases. Our\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mproperly. They\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody needs 13\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mplay a crucial\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2messential    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mrole in       \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamins,    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mmaintaining   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mincluding A, \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood health   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mB, C, D, E,  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mand preventing\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mand K, in    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mvarious       \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2msmall amounts\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mdiseases.     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mto function  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mThere are 13  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mproperly.    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2messential     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mEach vitamin \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamins that \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mhas a        \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mour body      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mspecific     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mneeds,        \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mfunction,    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mincluding     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2msuch as      \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamins A, B,\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2maiding in red\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mC, D, E, and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mblood cell   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mK. Each       \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamin has a \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mand          \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.\"    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mspecific      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mstrengthening\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mfunction, such\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe immune   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mas helping    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem. While\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mwith the      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2ma balanced   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mdiet can     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mred blood     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mprovide most \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcells,        \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamins,    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mstrengthening \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2msome may need\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe immune    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2msupplements. \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem, and   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mIt is        \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mpromoting     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mimportant to \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhealthy skin  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mconsult with \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand hair.     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2ma healthcare \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mWhile most    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mprofessional \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamins can  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mbefore       \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbe obtained   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mstarting any \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mthrough a     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2msupplements. \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbalanced diet,\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msome people   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mmay need to   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mtake          \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msupplements to\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mmeet their    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mdaily         \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mrequirements. \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mIt is         \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mimportant to  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mconsult with a\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhealthcare    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mprofessional  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbefore        \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mstarting any  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamin       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msupplements.  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Minerals are     Minerals are   \n",
       "  incorrect.      incorrect.                      Magnesium        necessary for   naturally        substances     \n",
       "  Correct         Correct                                          maintaining     occurring        that occur     \n",
       "  answer:         answer:                                          healthy bones   substances       naturally and  \n",
       "  \"Calcium,       \"Calcium is                                      and teeth,      that are solid   are solid and  \n",
       "  Iron,           necessary for                                    Iron is         and inorganic.   inorganic.     \n",
       "  Magnesium\"      maintaining                                      crucial for     They are         They are       \n",
       "                  healthy bones                                    making red      formed through   created        \n",
       "                  and teeth,                                       blood cells     geological       through        \n",
       "                  Iron is                                          and             processes and    geological     \n",
       "                  crucial for                                      transporting    have a           processes and  \n",
       "                  making red                                       oxygen          definite         have a         \n",
       "                  blood cells                                      throughout      chemical         specific       \n",
       "                  and                                              the body, and   composition      chemical       \n",
       "                  transporting                                     Magnesium       and crystal      composition    \n",
       "                  oxygen                                           plays a role    structure.       and crystal    \n",
       "                  throughout                                       in over 300     Minerals are     structure.     \n",
       "                  the body, and                                    enzyme          essential for    Our bodies     \n",
       "                  Magnesium                                        reactions in    the              require        \n",
       "                  plays a role                                     the human       functioning of   minerals for   \n",
       "                  in over 300                                      body,           our bodies and   proper         \n",
       "                  enzyme                                           including the   are found in a   functioning    \n",
       "                  reactions in                                     metabolism of   wide variety     and they can   \n",
       "                  the human                                        food,           of foods,        be found in a  \n",
       "                  body,                                            synthesis of    including        variety of     \n",
       "                  including the                                    fatty acids     fruits,          foods such as  \n",
       "                  metabolism of                                    and proteins,   vegetables,      fruits,        \n",
       "                  food,                                            and the         grains, and      vegetables,    \n",
       "                  synthesis of                                     transmission    meats. Some      grains, and    \n",
       "                  fatty acids                                      of nerve        common           meats. Some    \n",
       "                  and proteins,                                    impulses.       minerals         well-known     \n",
       "                  and the                                                          include          minerals       \n",
       "                  transmission                                                     calcium, iron,   include        \n",
       "                  of nerve                                                         potassium, and   calcium,       \n",
       "                  impulses.\"                                                       magnesium.       iron,          \n",
       "                                                                                   They play        potassium,     \n",
       "                                                                                   important        and            \n",
       "                                                                                   roles in         magnesium.     \n",
       "                                                                                   maintaining      They are       \n",
       "                                                                                   healthy bones,   crucial for    \n",
       "                                                                                   teeth, and       maintaining    \n",
       "                                                                                   muscles, as      strong bones,  \n",
       "                                                                                   well as          teeth, and     \n",
       "                                                                                   regulating       muscles, as    \n",
       "                                                                                   various bodily   well as        \n",
       "                                                                                   functions.       regulating     \n",
       "                                                                                   Minerals are     various        \n",
       "                                                                                   also used in     bodily         \n",
       "                                                                                   many             functions.     \n",
       "                                                                                   industrial       Additionally,  \n",
       "                                                                                   processes and    minerals are   \n",
       "                                                                                   are important    utilized in    \n",
       "                                                                                   components of    numerous       \n",
       "                                                                                   building         industrial     \n",
       "                                                                                   materials,       processes and  \n",
       "                                                                                   electronics,     are essential  \n",
       "                                                                                   and other        components of  \n",
       "                                                                                   products.        building       \n",
       "                                                                                                    materials,     \n",
       "                                                                                                    electronics,   \n",
       "                                                                                                    and other      \n",
       "                                                                                                    goods.         \n",
       "                                                                                                                   \n"
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Skill output to improve: </span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\"> (</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Skill</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">)</span>\n",
       "<span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Accuracy = </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">%</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;31mSkill output to improve: \u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m \u001b[0m\u001b[1;31m(\u001b[0m\u001b[1;33mSkill\u001b[0m\u001b[1;31m=\u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m)\u001b[0m\n",
       "\u001b[1;31mAccuracy = \u001b[0m\u001b[1;36m0.00\u001b[0m\u001b[1;31m%\u001b[0m\n"
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     "text": [
      "\"{system}\":\n",
      "You are a helpful assistant.\n",
      "\"{user}\":\n",
      "\n",
      "A prompt is a text paragraph that outlines the expected actions and instructs the large language model (LLM) to generate a specific output. This prompt is concatenated with the input text, and the model then creates the required output.\n",
      "This describes the full template how the prompt is concatenated with the input to produce the output:\n",
      "\n",
      "```\n",
      "\n",
      "{prompt}\n",
      "Input: {category}\n",
      "Output: {skill_0}\n",
      "```\n",
      "\n",
      "Here:\n",
      "- \"Input: {category}\" is input template,\n",
      "- \"{prompt}\" is the LLM prompt,\n",
      "- \"Output: {skill_0}\" is the output template.\n",
      "\n",
      "Model can produce erroneous output if a prompt is not well defined. In our collaboration, we’ll work together to refine a prompt. The process consists of two main steps:\n",
      "\n",
      "## Step 1\n",
      "I will provide you with the current prompt along with prediction examples. Each example contains the input text, the final prediction produced by the model, and the user feedback. User feedback indicates whether the model prediction is correct or not. Your task is to analyze the examples and user feedback, determining whether the existing instruction is describing the task reflected by these examples precisely, and suggests changes to the prompt to address the incorrect predictions.\n",
      "\n",
      "## Step 2\n",
      "Next, you will carefully review your reasoning in step 1, integrate the insights to refine the prompt, and provide me with the new prompt that improves the model’s performance.\n",
      "\"{assistant}\":\n",
      "Sure, I’d be happy to help you with this prompt engineering problem. Please provide me with the current prompt and the examples with user feedback.\n",
      "\"{user}\":\n",
      "\n",
      "## Current prompt\n",
      "...\n",
      "\n",
      "## Examples\n",
      "### Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Macronutrients are essential nutrients that are required in large amounts by the body for proper functioning. They include carbohydrates, proteins, and fats. These nutrients provide the body with energy, support growth and development, and help maintain overall health.\n",
      "\n",
      "Carbohydrates are the main source of energy for the body. They are found in foods such as grains, fruits, and vegetables. They are broken down into glucose, which is used by the body for energy. Carbohydrates also provide fiber, which is important for digestive health.\n",
      "\n",
      "Proteins are essential for building and repairing tissues in the body. They are made up of amino acids and can be found in foods such as meat, fish, eggs, and beans. Proteins also play a role in hormone and enzyme production, as well as maintaining a healthy immune system.\n",
      "\n",
      "Fats are another important source of energy for the body. They also help with the absorption of vitamins and minerals and provide insulation for the body. Fats can be found in foods such as oils, nuts, and avocados.\n",
      "\n",
      "It is important to have a balanced intake of all three macronutrients in order to maintain good health. The recommended daily intake of each macronutrient varies based on factors such as age, gender, and activity level. Consulting with a healthcare professional or registered dietitian can help determine the appropriate amount of macronutrients for an individual's specific needs.\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Carbohydrates, Proteins, Fats\"\n",
      "\n",
      "\n",
      "### Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamins are essential nutrients that our body needs in small amounts to function properly. They play a crucial role in maintaining good health and preventing various diseases. There are 13 essential vitamins that our body needs, including vitamins A, B, C, D, E, and K. Each vitamin has a specific function, such as helping with the production of red blood cells, strengthening the immune system, and promoting healthy skin and hair. While most vitamins can be obtained through a balanced diet, some people may need to take supplements to meet their daily requirements. It is important to consult with a healthcare professional before starting any vitamin supplements.\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Vitamin A, Vitamin C, Vitamin D\"\n",
      "\n",
      "\n",
      "### Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Minerals are naturally occurring substances that are solid and inorganic. They are formed through geological processes and have a definite chemical composition and crystal structure. Minerals are essential for the functioning of our bodies and are found in a wide variety of foods, including fruits, vegetables, grains, and meats. Some common minerals include calcium, iron, potassium, and magnesium. They play important roles in maintaining healthy bones, teeth, and muscles, as well as regulating various bodily functions. Minerals are also used in many industrial processes and are important components of building materials, electronics, and other products.\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Calcium, Iron, Magnesium\"\n",
      "\n",
      "\n",
      "\n",
      "Summarize your analysis about incorrect predictions and suggest changes to the prompt.\n",
      "\"{assistant}\":\n",
      "Based on the user feedback and the incorrect predictions made by the model, it seems that the current prompt is not specific enough in instructing the model to generate a list of specific macronutrients, vitamins, or minerals. The model is instead providing general information about these nutrients without explicitly listing the correct options.\n",
      "\n",
      "To address this issue, we should modify the prompt to specify that the model should output a list of individual macronutrients, vitamins, or minerals. This will help guide the model to focus on the required task and generate more accurate predictions.\n",
      "\n",
      "Here is a revised prompt suggestion:\n",
      "\n",
      "## Revised Prompt\n",
      "\n",
      "Provide a list of individual {category}.\n",
      "\n",
      "### Examples\n",
      "Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Please review the revised prompt and let me know if any further adjustments are needed.\n",
      "\"{user}\":\n",
      "\n",
      "Now please carefully review your reasoning in Step 1 and help with Step 2: refining the prompt.\n",
      "\n",
      "## Current prompt\n",
      "...\n",
      "\n",
      "## Follow this guidance to refine the prompt:\n",
      "\n",
      "1. The new prompt should should describe the task precisely, and address the points raised in the user feedback.\n",
      "\n",
      "2. The new prompt should be similar to the current instruction, and only differ in the parts that address the issues you identified in Step 1.\n",
      "    Example:\n",
      "    - Current prompt: \"The model should generate a summary of the input text.\"\n",
      "    - New prompt: \"The model should generate a summary of the input text. Pay attention to the original style.\"\n",
      "\n",
      "3. Reply only with the new prompt. Do not include input and output templates in the prompt.\n"
     ]
    },
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       "<span style=\"background-color: lightgreen;\">R</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span>.<span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">T</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">t</span>.<span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span>.<span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">#</span><span style=\"background-color: lightgreen;\">0</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">M</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">O</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">C</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">F</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">U</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">#</span><span style=\"background-color: lightgreen;\">1</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">V</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">O</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">V</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">A</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">V</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">C</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">V</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">D</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">U</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">#</span><span style=\"background-color: lightgreen;\">2</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">M</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">O</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">C</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">M</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">U</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">j</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">.</span>"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "\n",
       "=&gt; Iteration #<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span>: Getting feedback, analyzing and improving <span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
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       "\n",
       "\n",
       "=> Iteration #\u001b[1;36m1\u001b[0m: Getting feedback, analyzing and improving \u001b[33m...\u001b[0m\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_0\n",
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_1\n",
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Predictions and feedback:\n",
       "</pre>\n"
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      "text/plain": [
       "Predictions and feedback:\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">                                                                                                                   \n",
       " <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> category      </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> entities       </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> text          </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0        </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1       </span> \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Carbohydrates,   1.             \n",
       "  correct.        incorrect.                      Proteins, Fats   provide quick   Proteins, Fats   Carbohydrate…  \n",
       "                  Correct                                          energy,                          Provides       \n",
       "                  answer:                                          proteins are                     energy for     \n",
       "                  \"Carbohydrat…                                    essential for                    the body       \n",
       "                  provide quick                                    muscle repair                    2. Proteins:   \n",
       "                  energy,                                          and growth,                      Builds and     \n",
       "                  proteins are                                     and fats are                     repairs        \n",
       "                  essential for                                    vital for                        tissues,       \n",
       "                  muscle repair                                    long-term                        helps with     \n",
       "                  and growth,                                      energy                           immune         \n",
       "                  and fats are                                     storage and                      function       \n",
       "                  vital for                                        cell                             3. Fats:       \n",
       "                  long-term                                        function.                        Provides       \n",
       "                  energy                                                                            energy, helps  \n",
       "                  storage and                                                                       with hormone   \n",
       "                  cell                                                                              production     \n",
       "                  function.\"                                                                        and nutrient   \n",
       "                                                                                                    absorption     \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamins      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A is  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A:    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B1,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Helps with    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B2,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vision,       </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B3,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A,   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B5,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system, and   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B6,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> cell growth   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D\"    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B7,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B1:   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B9,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Aids in       </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B12,   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> energy        </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and nerve     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin E,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> function      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin K      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B2:   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Important for </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> energy        </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> metabolism    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and red blood </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> cell          </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B3:   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Helps with    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> digestion and </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> skin health   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B5:   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Essential for </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.\"     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> hormone and   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> cholesterol   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B6:   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Involved in   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> over 100      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> enzyme        </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> reactions in  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the body      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B7:   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Important for </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> healthy hair, </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> skin, and     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> nails         </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B9:   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Essential for </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> cell growth   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and           </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> development,  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> especially    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> during        </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> pregnancy     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B12:  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Helps with    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> red blood     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> cell          </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and nerve     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> function      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C:    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Powerful      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> antioxidant   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> that supports </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune system </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and collagen  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D:    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Important for </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bone health   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and immune    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system        </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> function      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin E:    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Antioxidant   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> that protects </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> cells from    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> damage and    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> supports      </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune system </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin K:    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Essential for </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> blood         </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> clotting and  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bone health   </span> \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Calcium, Iron,   Calcium:       \n",
       "  incorrect.      incorrect.                      Magnesium        necessary for   Magnesium,       Essential for  \n",
       "  Correct         Correct                                          maintaining     Potassium,       strong bones   \n",
       "  answer:         answer:                                          healthy bones   Sodium, Zinc,    and teeth,     \n",
       "  \"Calcium,       \"Calcium is                                      and teeth,      Copper,          nerve and      \n",
       "  Iron,           necessary for                                    Iron is         Manganese,       muscle         \n",
       "  Magnesium\"      maintaining                                      crucial for     Selenium,        function, and  \n",
       "                  healthy bones                                    making red      Chromium,        blood          \n",
       "                  and teeth,                                       blood cells     Molybdenum,      clotting.      \n",
       "                  Iron is                                          and             Iodine,          Iron:          \n",
       "                  crucial for                                      transporting    Fluoride         Important for  \n",
       "                  making red                                       oxygen                           the            \n",
       "                  blood cells                                      throughout                       production of  \n",
       "                  and                                              the body, and                    red blood      \n",
       "                  transporting                                     Magnesium                        cells and      \n",
       "                  oxygen                                           plays a role                     oxygen         \n",
       "                  throughout                                       in over 300                      transport      \n",
       "                  the body, and                                    enzyme                           throughout     \n",
       "                  Magnesium                                        reactions in                     the body.      \n",
       "                  plays a role                                     the human                        Magnesium:     \n",
       "                  in over 300                                      body,                            Involved in    \n",
       "                  enzyme                                           including the                    over 300       \n",
       "                  reactions in                                     metabolism of                    biochemical    \n",
       "                  the human                                        food,                            reactions in   \n",
       "                  body,                                            synthesis of                     the body,      \n",
       "                  including the                                    fatty acids                      including      \n",
       "                  metabolism of                                    and proteins,                    energy         \n",
       "                  food,                                            and the                          production,    \n",
       "                  synthesis of                                     transmission                     muscle and     \n",
       "                  fatty acids                                      of nerve                         nerve          \n",
       "                  and proteins,                                    impulses.                        function, and  \n",
       "                  and the                                                                           bone health.   \n",
       "                  transmission                                                                      Potassium:     \n",
       "                  of nerve                                                                          Helps          \n",
       "                  impulses.\"                                                                        regulate       \n",
       "                                                                                                    fluid          \n",
       "                                                                                                    balance,       \n",
       "                                                                                                    nerve and      \n",
       "                                                                                                    muscle         \n",
       "                                                                                                    function, and  \n",
       "                                                                                                    blood          \n",
       "                                                                                                    pressure.      \n",
       "                                                                                                    Sodium:        \n",
       "                                                                                                    Important for  \n",
       "                                                                                                    maintaining    \n",
       "                                                                                                    fluid balance  \n",
       "                                                                                                    and nerve and  \n",
       "                                                                                                    muscle         \n",
       "                                                                                                    function.      \n",
       "                                                                                                    Zinc:          \n",
       "                                                                                                    Essential for  \n",
       "                                                                                                    immune         \n",
       "                                                                                                    function,      \n",
       "                                                                                                    wound          \n",
       "                                                                                                    healing, and   \n",
       "                                                                                                    cell growth    \n",
       "                                                                                                    and division.  \n",
       "                                                                                                    Copper:        \n",
       "                                                                                                    Necessary for  \n",
       "                                                                                                    the            \n",
       "                                                                                                    production of  \n",
       "                                                                                                    red blood      \n",
       "                                                                                                    cells and      \n",
       "                                                                                                    connective     \n",
       "                                                                                                    tissue, and    \n",
       "                                                                                                    helps with     \n",
       "                                                                                                    iron           \n",
       "                                                                                                    absorption.    \n",
       "                                                                                                    Manganese:     \n",
       "                                                                                                    Involved in    \n",
       "                                                                                                    bone           \n",
       "                                                                                                    formation,     \n",
       "                                                                                                    metabolism,    \n",
       "                                                                                                    and            \n",
       "                                                                                                    antioxidant    \n",
       "                                                                                                    function.      \n",
       "                                                                                                    Selenium:      \n",
       "                                                                                                    Acts as an     \n",
       "                                                                                                    antioxidant    \n",
       "                                                                                                    and is         \n",
       "                                                                                                    important for  \n",
       "                                                                                                    thyroid        \n",
       "                                                                                                    function and   \n",
       "                                                                                                    immune system  \n",
       "                                                                                                    health.        \n",
       "                                                                                                    Chromium:      \n",
       "                                                                                                    Helps          \n",
       "                                                                                                    regulate       \n",
       "                                                                                                    blood sugar    \n",
       "                                                                                                    levels and     \n",
       "                                                                                                    may improve    \n",
       "                                                                                                    insulin        \n",
       "                                                                                                    sensitivity.   \n",
       "                                                                                                    Molybdenum:    \n",
       "                                                                                                    Plays a role   \n",
       "                                                                                                    in enzyme      \n",
       "                                                                                                    function and   \n",
       "                                                                                                    helps with     \n",
       "                                                                                                    the            \n",
       "                                                                                                    metabolism of  \n",
       "                                                                                                    certain amino  \n",
       "                                                                                                    acids.         \n",
       "                                                                                                    Iodine:        \n",
       "                                                                                                    Essential for  \n",
       "                                                                                                    thyroid        \n",
       "                                                                                                    hormone        \n",
       "                                                                                                    production,    \n",
       "                                                                                                    which          \n",
       "                                                                                                    regulates      \n",
       "                                                                                                    metabolism     \n",
       "                                                                                                    and growth.    \n",
       "                                                                                                    Fluoride:      \n",
       "                                                                                                    Important for  \n",
       "                                                                                                    dental health  \n",
       "                                                                                                    and helps      \n",
       "                                                                                                    prevent tooth  \n",
       "                                                                                                    decay.         \n",
       "                                                                                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "                                                                                                                   \n",
       " \u001b[1;35m \u001b[0m\u001b[1;35mskill_0__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mcategory     \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mentities      \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mtext         \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_0       \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1      \u001b[0m\u001b[1;35m \u001b[0m \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Carbohydrates,   1.             \n",
       "  correct.        incorrect.                      Proteins, Fats   provide quick   Proteins, Fats   Carbohydrate…  \n",
       "                  Correct                                          energy,                          Provides       \n",
       "                  answer:                                          proteins are                     energy for     \n",
       "                  \"Carbohydrat…                                    essential for                    the body       \n",
       "                  provide quick                                    muscle repair                    2. Proteins:   \n",
       "                  energy,                                          and growth,                      Builds and     \n",
       "                  proteins are                                     and fats are                     repairs        \n",
       "                  essential for                                    vital for                        tissues,       \n",
       "                  muscle repair                                    long-term                        helps with     \n",
       "                  and growth,                                      energy                           immune         \n",
       "                  and fats are                                     storage and                      function       \n",
       "                  vital for                                        cell                             3. Fats:       \n",
       "                  long-term                                        function.                        Provides       \n",
       "                  energy                                                                            energy, helps  \n",
       "                  storage and                                                                       with hormone   \n",
       "                  cell                                                                              production     \n",
       "                  function.\"                                                                        and nutrient   \n",
       "                                                                                                    absorption     \n",
       " \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamins     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A is \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A:   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B1,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mHelps with   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B2,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mvision,      \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B3,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2m\"Vitamin A,  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2m\"Vitamin A is\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B5,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem, and  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mVitamin C,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B6,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcell growth  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mVitamin D\"   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B7,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B1:  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B9,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mAids in      \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B12,  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2menergy       \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mand nerve    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin E,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mfunction     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin K     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B2:  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mImportant for\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2menergy       \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mmetabolism   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand red blood\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcell         \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B3:  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mHelps with   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.     \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mdigestion and\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mskin health  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B5:  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mEssential for\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.\"    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhormone and  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcholesterol  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B6:  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mInvolved in  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mover 100     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2menzyme       \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mreactions in \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe body     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B7:  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mImportant for\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhealthy hair,\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mskin, and    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mnails        \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B9:  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mEssential for\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcell growth  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand          \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mdevelopment, \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mespecially   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mduring       \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mpregnancy    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B12: \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mHelps with   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mred blood    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcell         \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand nerve    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mfunction     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C:   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mPowerful     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mantioxidant  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mthat supports\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune system\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand collagen \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D:   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mImportant for\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbone health  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand immune   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem       \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mfunction     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin E:   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mAntioxidant  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mthat protects\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcells from   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mdamage and   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2msupports     \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune system\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin K:   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mEssential for\u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mblood        \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mclotting and \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbone health  \u001b[0m\u001b[2m \u001b[0m \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Calcium, Iron,   Calcium:       \n",
       "  incorrect.      incorrect.                      Magnesium        necessary for   Magnesium,       Essential for  \n",
       "  Correct         Correct                                          maintaining     Potassium,       strong bones   \n",
       "  answer:         answer:                                          healthy bones   Sodium, Zinc,    and teeth,     \n",
       "  \"Calcium,       \"Calcium is                                      and teeth,      Copper,          nerve and      \n",
       "  Iron,           necessary for                                    Iron is         Manganese,       muscle         \n",
       "  Magnesium\"      maintaining                                      crucial for     Selenium,        function, and  \n",
       "                  healthy bones                                    making red      Chromium,        blood          \n",
       "                  and teeth,                                       blood cells     Molybdenum,      clotting.      \n",
       "                  Iron is                                          and             Iodine,          Iron:          \n",
       "                  crucial for                                      transporting    Fluoride         Important for  \n",
       "                  making red                                       oxygen                           the            \n",
       "                  blood cells                                      throughout                       production of  \n",
       "                  and                                              the body, and                    red blood      \n",
       "                  transporting                                     Magnesium                        cells and      \n",
       "                  oxygen                                           plays a role                     oxygen         \n",
       "                  throughout                                       in over 300                      transport      \n",
       "                  the body, and                                    enzyme                           throughout     \n",
       "                  Magnesium                                        reactions in                     the body.      \n",
       "                  plays a role                                     the human                        Magnesium:     \n",
       "                  in over 300                                      body,                            Involved in    \n",
       "                  enzyme                                           including the                    over 300       \n",
       "                  reactions in                                     metabolism of                    biochemical    \n",
       "                  the human                                        food,                            reactions in   \n",
       "                  body,                                            synthesis of                     the body,      \n",
       "                  including the                                    fatty acids                      including      \n",
       "                  metabolism of                                    and proteins,                    energy         \n",
       "                  food,                                            and the                          production,    \n",
       "                  synthesis of                                     transmission                     muscle and     \n",
       "                  fatty acids                                      of nerve                         nerve          \n",
       "                  and proteins,                                    impulses.                        function, and  \n",
       "                  and the                                                                           bone health.   \n",
       "                  transmission                                                                      Potassium:     \n",
       "                  of nerve                                                                          Helps          \n",
       "                  impulses.\"                                                                        regulate       \n",
       "                                                                                                    fluid          \n",
       "                                                                                                    balance,       \n",
       "                                                                                                    nerve and      \n",
       "                                                                                                    muscle         \n",
       "                                                                                                    function, and  \n",
       "                                                                                                    blood          \n",
       "                                                                                                    pressure.      \n",
       "                                                                                                    Sodium:        \n",
       "                                                                                                    Important for  \n",
       "                                                                                                    maintaining    \n",
       "                                                                                                    fluid balance  \n",
       "                                                                                                    and nerve and  \n",
       "                                                                                                    muscle         \n",
       "                                                                                                    function.      \n",
       "                                                                                                    Zinc:          \n",
       "                                                                                                    Essential for  \n",
       "                                                                                                    immune         \n",
       "                                                                                                    function,      \n",
       "                                                                                                    wound          \n",
       "                                                                                                    healing, and   \n",
       "                                                                                                    cell growth    \n",
       "                                                                                                    and division.  \n",
       "                                                                                                    Copper:        \n",
       "                                                                                                    Necessary for  \n",
       "                                                                                                    the            \n",
       "                                                                                                    production of  \n",
       "                                                                                                    red blood      \n",
       "                                                                                                    cells and      \n",
       "                                                                                                    connective     \n",
       "                                                                                                    tissue, and    \n",
       "                                                                                                    helps with     \n",
       "                                                                                                    iron           \n",
       "                                                                                                    absorption.    \n",
       "                                                                                                    Manganese:     \n",
       "                                                                                                    Involved in    \n",
       "                                                                                                    bone           \n",
       "                                                                                                    formation,     \n",
       "                                                                                                    metabolism,    \n",
       "                                                                                                    and            \n",
       "                                                                                                    antioxidant    \n",
       "                                                                                                    function.      \n",
       "                                                                                                    Selenium:      \n",
       "                                                                                                    Acts as an     \n",
       "                                                                                                    antioxidant    \n",
       "                                                                                                    and is         \n",
       "                                                                                                    important for  \n",
       "                                                                                                    thyroid        \n",
       "                                                                                                    function and   \n",
       "                                                                                                    immune system  \n",
       "                                                                                                    health.        \n",
       "                                                                                                    Chromium:      \n",
       "                                                                                                    Helps          \n",
       "                                                                                                    regulate       \n",
       "                                                                                                    blood sugar    \n",
       "                                                                                                    levels and     \n",
       "                                                                                                    may improve    \n",
       "                                                                                                    insulin        \n",
       "                                                                                                    sensitivity.   \n",
       "                                                                                                    Molybdenum:    \n",
       "                                                                                                    Plays a role   \n",
       "                                                                                                    in enzyme      \n",
       "                                                                                                    function and   \n",
       "                                                                                                    helps with     \n",
       "                                                                                                    the            \n",
       "                                                                                                    metabolism of  \n",
       "                                                                                                    certain amino  \n",
       "                                                                                                    acids.         \n",
       "                                                                                                    Iodine:        \n",
       "                                                                                                    Essential for  \n",
       "                                                                                                    thyroid        \n",
       "                                                                                                    hormone        \n",
       "                                                                                                    production,    \n",
       "                                                                                                    which          \n",
       "                                                                                                    regulates      \n",
       "                                                                                                    metabolism     \n",
       "                                                                                                    and growth.    \n",
       "                                                                                                    Fluoride:      \n",
       "                                                                                                    Important for  \n",
       "                                                                                                    dental health  \n",
       "                                                                                                    and helps      \n",
       "                                                                                                    prevent tooth  \n",
       "                                                                                                    decay.         \n",
       "                                                                                                                   \n"
      ]
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     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Skill output to improve: </span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\"> (</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Skill</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">)</span>\n",
       "<span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Accuracy = </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33.33</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">%</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;31mSkill output to improve: \u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m \u001b[0m\u001b[1;31m(\u001b[0m\u001b[1;33mSkill\u001b[0m\u001b[1;31m=\u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m)\u001b[0m\n",
       "\u001b[1;31mAccuracy = \u001b[0m\u001b[1;36m33.33\u001b[0m\u001b[1;31m%\u001b[0m\n"
      ]
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     "output_type": "stream",
     "text": [
      "\"{system}\":\n",
      "You are a helpful assistant.\n",
      "\"{user}\":\n",
      "\n",
      "A prompt is a text paragraph that outlines the expected actions and instructs the large language model (LLM) to generate a specific output. This prompt is concatenated with the input text, and the model then creates the required output.\n",
      "This describes the full template how the prompt is concatenated with the input to produce the output:\n",
      "\n",
      "```\n",
      "\n",
      "{prompt}\n",
      "Input: {category}\n",
      "Output: {skill_0}\n",
      "```\n",
      "\n",
      "Here:\n",
      "- \"Input: {category}\" is input template,\n",
      "- \"{prompt}\" is the LLM prompt,\n",
      "- \"Output: {skill_0}\" is the output template.\n",
      "\n",
      "Model can produce erroneous output if a prompt is not well defined. In our collaboration, we’ll work together to refine a prompt. The process consists of two main steps:\n",
      "\n",
      "## Step 1\n",
      "I will provide you with the current prompt along with prediction examples. Each example contains the input text, the final prediction produced by the model, and the user feedback. User feedback indicates whether the model prediction is correct or not. Your task is to analyze the examples and user feedback, determining whether the existing instruction is describing the task reflected by these examples precisely, and suggests changes to the prompt to address the incorrect predictions.\n",
      "\n",
      "## Step 2\n",
      "Next, you will carefully review your reasoning in step 1, integrate the insights to refine the prompt, and provide me with the new prompt that improves the model’s performance.\n",
      "\"{assistant}\":\n",
      "Sure, I’d be happy to help you with this prompt engineering problem. Please provide me with the current prompt and the examples with user feedback.\n",
      "\"{user}\":\n",
      "\n",
      "## Current prompt\n",
      "Refined Prompt:\n",
      "\n",
      "Provide a specific list of individual {category}.\n",
      "\n",
      "Please note: The list should consist of {category} mentioned in the input text. Pay attention to the specific {category} and avoid general information or descriptions.\n",
      "\n",
      "Examples:\n",
      "Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Please review this refined prompt and let me know if any further adjustments are needed.\n",
      "\n",
      "## Examples\n",
      "### Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "\n",
      "### Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin B1, Vitamin B2, Vitamin B3, Vitamin B5, Vitamin B6, Vitamin B7, Vitamin B9, Vitamin B12, Vitamin C, Vitamin D, Vitamin E, Vitamin K\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Vitamin A, Vitamin C, Vitamin D\"\n",
      "\n",
      "\n",
      "### Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium, Potassium, Sodium, Zinc, Copper, Manganese, Selenium, Chromium, Molybdenum, Iodine, Fluoride\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Calcium, Iron, Magnesium\"\n",
      "\n",
      "\n",
      "\n",
      "Summarize your analysis about incorrect predictions and suggest changes to the prompt.\n",
      "\"{assistant}\":\n",
      "Based on the analysis of the incorrect predictions and user feedback, it is evident that the current prompt is not providing clear instructions to the model. The prompt asks for a \"specific list of individual {category},\" but it does not specify that the list should only include the {category} mentioned in the input text.\n",
      "\n",
      "To address this issue, I suggest making the following changes to the prompt:\n",
      "\n",
      "Refined Prompt:\n",
      "\n",
      "List the specific {category} mentioned in the input text.\n",
      "\n",
      "Please note: Ensure that the list consists only of the {category} mentioned in the input text. Avoid including additional {category} or providing general information or descriptions.\n",
      "\n",
      "By clarifying the requirement to include only the {category} mentioned in the input text, we can expect the model to generate more accurate and focused responses.\n",
      "\n",
      "Please review these changes and let me know if any further adjustments are needed.\n",
      "\"{user}\":\n",
      "\n",
      "Now please carefully review your reasoning in Step 1 and help with Step 2: refining the prompt.\n",
      "\n",
      "## Current prompt\n",
      "Refined Prompt:\n",
      "\n",
      "Provide a specific list of individual {category}.\n",
      "\n",
      "Please note: The list should consist of {category} mentioned in the input text. Pay attention to the specific {category} and avoid general information or descriptions.\n",
      "\n",
      "Examples:\n",
      "Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Please review this refined prompt and let me know if any further adjustments are needed.\n",
      "\n",
      "## Follow this guidance to refine the prompt:\n",
      "\n",
      "1. The new prompt should should describe the task precisely, and address the points raised in the user feedback.\n",
      "\n",
      "2. The new prompt should be similar to the current instruction, and only differ in the parts that address the issues you identified in Step 1.\n",
      "    Example:\n",
      "    - Current prompt: \"The model should generate a summary of the input text.\"\n",
      "    - New prompt: \"The model should generate a summary of the input text. Pay attention to the original style.\"\n",
      "\n",
      "3. Reply only with the new prompt. Do not include input and output templates in the prompt.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "Refined Prompt:\n",
       "\n",
       "<span style=\"background-color: lightgreen;\">L</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span>P<span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">n</span>o<span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">A</span>void<span style=\"background-color: lightgreen;\"> </span>i<span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span>viding general information <span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span> descriptions.\n",
       "\n",
       "Examples:\n",
       "Example #0\n",
       "\n",
       "Input: Macronutrients\n",
       "\n",
       "Output: Carbohydrates, Proteins, Fats\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "Example #1\n",
       "\n",
       "Input: Vitamins\n",
       "\n",
       "Output: Vitamin A, Vitamin C, Vitamin D\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "Example #2\n",
       "\n",
       "Input: Minerals\n",
       "\n",
       "Output: Calcium, Iron, Magnesium\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "<span style=\"background-color: lightgreen;\">T</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">z</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">T</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">j</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span>Please review this refined prompt and let me know if any further adjustments are needed."
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       "=&gt; Iteration #<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>: Getting feedback, analyzing and improving <span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Predictions and feedback:\n",
       "</pre>\n"
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       "Predictions and feedback:\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">                                                                                                                   \n",
       " <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> category      </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> entities       </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> text          </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0        </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1       </span> \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Carbohydrates,   1.             \n",
       "  correct.        incorrect.                      Proteins, Fats   provide quick   Proteins, Fats   Carbohydrate…  \n",
       "                  Correct                                          energy,                          Provides       \n",
       "                  answer:                                          proteins are                     energy for     \n",
       "                  \"Carbohydrat…                                    essential for                    the body       \n",
       "                  provide quick                                    muscle repair                    2. Proteins:   \n",
       "                  energy,                                          and growth,                      Builds and     \n",
       "                  proteins are                                     and fats are                     repairs        \n",
       "                  essential for                                    vital for                        tissues,       \n",
       "                  muscle repair                                    long-term                        helps with     \n",
       "                  and growth,                                      energy                           immune         \n",
       "                  and fats are                                     storage and                      function       \n",
       "                  vital for                                        cell                             3. Fats:       \n",
       "                  long-term                                        function.                        Provides       \n",
       "                  energy                                                                            energy, helps  \n",
       "                  storage and                                                                       with hormone   \n",
       "                  cell                                                                              production     \n",
       "                  function.\"                                                                        and nutrient   \n",
       "                                                                                                    absorption     \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamins      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A is  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> The input     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> contains all  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> essential     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin E,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamins and  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A,   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin K,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> B vitamins.   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Thiamine,      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D\"    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Riboflavin,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Niacin,        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Pantothenic    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> acid, Biotin,  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Folate,        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B6,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B12    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> User feedback: </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> correct.       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.\"     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Calcium, Iron,   Calcium,       \n",
       "  incorrect.      incorrect.                      Magnesium        necessary for   Magnesium,       Iron,          \n",
       "  Correct         Correct                                          maintaining     Zinc,            Magnesium,     \n",
       "  answer:         answer:                                          healthy bones   Potassium,       Zinc,          \n",
       "  \"Calcium,       \"Calcium is                                      and teeth,      Sodium,          Potassium,     \n",
       "  Iron,           necessary for                                    Iron is         Phosphorus,      Sodium,        \n",
       "  Magnesium\"      maintaining                                      crucial for     Selenium,        Phosphorus,    \n",
       "                  healthy bones                                    making red      Copper,          Selenium,      \n",
       "                  and teeth,                                       blood cells     Manganese,       Copper,        \n",
       "                  Iron is                                          and             Chromium,        Manganese,     \n",
       "                  crucial for                                      transporting    Molybdenum,      Chromium,      \n",
       "                  making red                                       oxygen          Iodine,          Molybdenum,    \n",
       "                  blood cells                                      throughout      Fluoride,        Iodine,        \n",
       "                  and                                              the body, and   Chloride,        Fluoride,      \n",
       "                  transporting                                     Magnesium       Sulfur, Boron,   Chloride,      \n",
       "                  oxygen                                           plays a role    Nickel,          Sulfur,        \n",
       "                  throughout                                       in over 300     Silicon,         Boron,         \n",
       "                  the body, and                                    enzyme          Vanadium,        Nickel,        \n",
       "                  Magnesium                                        reactions in    Cobalt, Tin,     Silicon,       \n",
       "                  plays a role                                     the human       Arsenic, Lead,   Vanadium,      \n",
       "                  in over 300                                      body,           Cadmium,         Cobalt, Tin,   \n",
       "                  enzyme                                           including the   Mercury,         Arsenic,       \n",
       "                  reactions in                                     metabolism of   Aluminum,        Lead,          \n",
       "                  the human                                        food,           Antimony,        Cadmium,       \n",
       "                  body,                                            synthesis of    Barium,          Mercury,       \n",
       "                  including the                                    fatty acids     Beryllium,       Aluminum,      \n",
       "                  metabolism of                                    and proteins,   Bismuth,         Antimony,      \n",
       "                  food,                                            and the         Bromine,         Barium,        \n",
       "                  synthesis of                                     transmission    Cesium,          Beryllium,     \n",
       "                  fatty acids                                      of nerve        Chromium,        Bismuth,       \n",
       "                  and proteins,                                    impulses.       Gallium,         Bromine,       \n",
       "                  and the                                                          Germanium,       Cesium,        \n",
       "                  transmission                                                     Gold, Indium,    Chromium,      \n",
       "                  of nerve                                                         Lithium,         Gallium,       \n",
       "                  impulses.\"                                                       Palladium,       Germanium,     \n",
       "                                                                                   Platinum,        Gold, Indium,  \n",
       "                                                                                   Rubidium,        Lithium,       \n",
       "                                                                                   Silver,          Palladium,     \n",
       "                                                                                   Strontium,       Platinum,      \n",
       "                                                                                   Thallium,        Rubidium,      \n",
       "                                                                                   Titanium,        Silver,        \n",
       "                                                                                   Tungsten,        Strontium,     \n",
       "                                                                                   Uranium,         Thallium,      \n",
       "                                                                                   Vanadium,        Titanium,      \n",
       "                                                                                   Yttrium,         Tungsten,      \n",
       "                                                                                   Zirconium        Uranium,       \n",
       "                                                                                                    Vanadium,      \n",
       "                                                                                   User feedback:   Yttrium,       \n",
       "                                                                                   Prediction is    Zirconium      \n",
       "                                                                                   correct.                        \n",
       "                                                                                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "                                                                                                                   \n",
       " \u001b[1;35m \u001b[0m\u001b[1;35mskill_0__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mcategory     \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mentities      \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mtext         \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_0       \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1      \u001b[0m\u001b[1;35m \u001b[0m \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Carbohydrates,   1.             \n",
       "  correct.        incorrect.                      Proteins, Fats   provide quick   Proteins, Fats   Carbohydrate…  \n",
       "                  Correct                                          energy,                          Provides       \n",
       "                  answer:                                          proteins are                     energy for     \n",
       "                  \"Carbohydrat…                                    essential for                    the body       \n",
       "                  provide quick                                    muscle repair                    2. Proteins:   \n",
       "                  energy,                                          and growth,                      Builds and     \n",
       "                  proteins are                                     and fats are                     repairs        \n",
       "                  essential for                                    vital for                        tissues,       \n",
       "                  muscle repair                                    long-term                        helps with     \n",
       "                  and growth,                                      energy                           immune         \n",
       "                  and fats are                                     storage and                      function       \n",
       "                  vital for                                        cell                             3. Fats:       \n",
       "                  long-term                                        function.                        Provides       \n",
       "                  energy                                                                            energy, helps  \n",
       "                  storage and                                                                       with hormone   \n",
       "                  cell                                                                              production     \n",
       "                  function.\"                                                                        and nutrient   \n",
       "                                                                                                    absorption     \n",
       " \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamins     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A is \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mThe input    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcontains all \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2messential    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin E,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamins and \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2m\"Vitamin A,  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2m\"Vitamin A is\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin K,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mB vitamins.  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mVitamin C,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mThiamine,     \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mVitamin D\"   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mRiboflavin,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mNiacin,       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPantothenic   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2macid, Biotin, \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mFolate,       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B6,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B12   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2m              \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mUser feedback:\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPrediction is \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcorrect.      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.     \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.\"    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Calcium, Iron,   Calcium,       \n",
       "  incorrect.      incorrect.                      Magnesium        necessary for   Magnesium,       Iron,          \n",
       "  Correct         Correct                                          maintaining     Zinc,            Magnesium,     \n",
       "  answer:         answer:                                          healthy bones   Potassium,       Zinc,          \n",
       "  \"Calcium,       \"Calcium is                                      and teeth,      Sodium,          Potassium,     \n",
       "  Iron,           necessary for                                    Iron is         Phosphorus,      Sodium,        \n",
       "  Magnesium\"      maintaining                                      crucial for     Selenium,        Phosphorus,    \n",
       "                  healthy bones                                    making red      Copper,          Selenium,      \n",
       "                  and teeth,                                       blood cells     Manganese,       Copper,        \n",
       "                  Iron is                                          and             Chromium,        Manganese,     \n",
       "                  crucial for                                      transporting    Molybdenum,      Chromium,      \n",
       "                  making red                                       oxygen          Iodine,          Molybdenum,    \n",
       "                  blood cells                                      throughout      Fluoride,        Iodine,        \n",
       "                  and                                              the body, and   Chloride,        Fluoride,      \n",
       "                  transporting                                     Magnesium       Sulfur, Boron,   Chloride,      \n",
       "                  oxygen                                           plays a role    Nickel,          Sulfur,        \n",
       "                  throughout                                       in over 300     Silicon,         Boron,         \n",
       "                  the body, and                                    enzyme          Vanadium,        Nickel,        \n",
       "                  Magnesium                                        reactions in    Cobalt, Tin,     Silicon,       \n",
       "                  plays a role                                     the human       Arsenic, Lead,   Vanadium,      \n",
       "                  in over 300                                      body,           Cadmium,         Cobalt, Tin,   \n",
       "                  enzyme                                           including the   Mercury,         Arsenic,       \n",
       "                  reactions in                                     metabolism of   Aluminum,        Lead,          \n",
       "                  the human                                        food,           Antimony,        Cadmium,       \n",
       "                  body,                                            synthesis of    Barium,          Mercury,       \n",
       "                  including the                                    fatty acids     Beryllium,       Aluminum,      \n",
       "                  metabolism of                                    and proteins,   Bismuth,         Antimony,      \n",
       "                  food,                                            and the         Bromine,         Barium,        \n",
       "                  synthesis of                                     transmission    Cesium,          Beryllium,     \n",
       "                  fatty acids                                      of nerve        Chromium,        Bismuth,       \n",
       "                  and proteins,                                    impulses.       Gallium,         Bromine,       \n",
       "                  and the                                                          Germanium,       Cesium,        \n",
       "                  transmission                                                     Gold, Indium,    Chromium,      \n",
       "                  of nerve                                                         Lithium,         Gallium,       \n",
       "                  impulses.\"                                                       Palladium,       Germanium,     \n",
       "                                                                                   Platinum,        Gold, Indium,  \n",
       "                                                                                   Rubidium,        Lithium,       \n",
       "                                                                                   Silver,          Palladium,     \n",
       "                                                                                   Strontium,       Platinum,      \n",
       "                                                                                   Thallium,        Rubidium,      \n",
       "                                                                                   Titanium,        Silver,        \n",
       "                                                                                   Tungsten,        Strontium,     \n",
       "                                                                                   Uranium,         Thallium,      \n",
       "                                                                                   Vanadium,        Titanium,      \n",
       "                                                                                   Yttrium,         Tungsten,      \n",
       "                                                                                   Zirconium        Uranium,       \n",
       "                                                                                                    Vanadium,      \n",
       "                                                                                   User feedback:   Yttrium,       \n",
       "                                                                                   Prediction is    Zirconium      \n",
       "                                                                                   correct.                        \n",
       "                                                                                                                   \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Skill output to improve: </span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\"> (</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Skill</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">)</span>\n",
       "<span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Accuracy = </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33.33</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">%</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;31mSkill output to improve: \u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m \u001b[0m\u001b[1;31m(\u001b[0m\u001b[1;33mSkill\u001b[0m\u001b[1;31m=\u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m)\u001b[0m\n",
       "\u001b[1;31mAccuracy = \u001b[0m\u001b[1;36m33.33\u001b[0m\u001b[1;31m%\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"{system}\":\n",
      "You are a helpful assistant.\n",
      "\"{user}\":\n",
      "\n",
      "A prompt is a text paragraph that outlines the expected actions and instructs the large language model (LLM) to generate a specific output. This prompt is concatenated with the input text, and the model then creates the required output.\n",
      "This describes the full template how the prompt is concatenated with the input to produce the output:\n",
      "\n",
      "```\n",
      "\n",
      "{prompt}\n",
      "Input: {category}\n",
      "Output: {skill_0}\n",
      "```\n",
      "\n",
      "Here:\n",
      "- \"Input: {category}\" is input template,\n",
      "- \"{prompt}\" is the LLM prompt,\n",
      "- \"Output: {skill_0}\" is the output template.\n",
      "\n",
      "Model can produce erroneous output if a prompt is not well defined. In our collaboration, we’ll work together to refine a prompt. The process consists of two main steps:\n",
      "\n",
      "## Step 1\n",
      "I will provide you with the current prompt along with prediction examples. Each example contains the input text, the final prediction produced by the model, and the user feedback. User feedback indicates whether the model prediction is correct or not. Your task is to analyze the examples and user feedback, determining whether the existing instruction is describing the task reflected by these examples precisely, and suggests changes to the prompt to address the incorrect predictions.\n",
      "\n",
      "## Step 2\n",
      "Next, you will carefully review your reasoning in step 1, integrate the insights to refine the prompt, and provide me with the new prompt that improves the model’s performance.\n",
      "\"{assistant}\":\n",
      "Sure, I’d be happy to help you with this prompt engineering problem. Please provide me with the current prompt and the examples with user feedback.\n",
      "\"{user}\":\n",
      "\n",
      "## Current prompt\n",
      "Refined Prompt:\n",
      "\n",
      "List the specific {category} mentioned in the input text.\n",
      "\n",
      "Please note: Ensure that the list consists only of the {category} explicitly mentioned in the input text. Avoid including additional {category} or providing general information and descriptions.\n",
      "\n",
      "Examples:\n",
      "Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "This refined prompt maintains the essence of the current prompt, specifying that the list should include only the {category} explicitly mentioned in the input text. It also emphasizes avoiding including additional {category} or general information. These adjustments should help the model generate more accurate responses.\n",
      "\n",
      "Please review this refined prompt and let me know if any further adjustments are needed.\n",
      "\n",
      "## Examples\n",
      "### Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "\n",
      "### Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D, Vitamin E, Vitamin K, Thiamine, Riboflavin, Niacin, Pantothenic acid, Biotin, Folate, Vitamin B6, Vitamin B12\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Vitamin A, Vitamin C, Vitamin D\"\n",
      "\n",
      "\n",
      "### Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium, Zinc, Potassium, Sodium, Phosphorus, Selenium, Copper, Manganese, Chromium, Molybdenum, Iodine, Fluoride, Chloride, Sulfur, Boron, Nickel, Silicon, Vanadium, Cobalt, Tin, Arsenic, Lead, Cadmium, Mercury, Aluminum, Antimony, Barium, Beryllium, Bismuth, Bromine, Cesium, Chromium, Gallium, Germanium, Gold, Indium, Lithium, Palladium, Platinum, Rubidium, Silver, Strontium, Thallium, Titanium, Tungsten, Uranium, Vanadium, Yttrium, Zirconium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Calcium, Iron, Magnesium\"\n",
      "\n",
      "\n",
      "\n",
      "Summarize your analysis about incorrect predictions and suggest changes to the prompt.\n",
      "\"{assistant}\":\n",
      "Based on the analysis of the incorrect predictions, it seems that the model is sometimes including additional items in the output list that were not explicitly mentioned in the input text. This suggests that the current prompt is not effectively conveying the requirement to only include explicitly mentioned items and to avoid additional items.\n",
      "\n",
      "To address this issue, I suggest making the following changes to the prompt:\n",
      "\n",
      "Refined Prompt:\n",
      "\n",
      "List the {category} mentioned in the input text.\n",
      "\n",
      "Please note: The list should include only the specific {category} that are explicitly mentioned in the input text. Do not include additional {category} or provide general information and descriptions.\n",
      "\n",
      "By modifying the prompt to explicitly state that the list should only include the specified {category} explicitly mentioned in the input text, we can provide clearer instructions to the model and reduce the chances of incorrect predictions.\n",
      "\n",
      "Please review these changes and let me know if any further adjustments are needed.\n",
      "\"{user}\":\n",
      "\n",
      "Now please carefully review your reasoning in Step 1 and help with Step 2: refining the prompt.\n",
      "\n",
      "## Current prompt\n",
      "Refined Prompt:\n",
      "\n",
      "List the specific {category} mentioned in the input text.\n",
      "\n",
      "Please note: Ensure that the list consists only of the {category} explicitly mentioned in the input text. Avoid including additional {category} or providing general information and descriptions.\n",
      "\n",
      "Examples:\n",
      "Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "This refined prompt maintains the essence of the current prompt, specifying that the list should include only the {category} explicitly mentioned in the input text. It also emphasizes avoiding including additional {category} or general information. These adjustments should help the model generate more accurate responses.\n",
      "\n",
      "Please review this refined prompt and let me know if any further adjustments are needed.\n",
      "\n",
      "## Follow this guidance to refine the prompt:\n",
      "\n",
      "1. The new prompt should should describe the task precisely, and address the points raised in the user feedback.\n",
      "\n",
      "2. The new prompt should be similar to the current instruction, and only differ in the parts that address the issues you identified in Step 1.\n",
      "    Example:\n",
      "    - Current prompt: \"The model should generate a summary of the input text.\"\n",
      "    - New prompt: \"The model should generate a summary of the input text. Pay attention to the original style.\"\n",
      "\n",
      "3. Reply only with the new prompt. Do not include input and output templates in the prompt.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "Refined Prompt:\n",
       "\n",
       "List the {category} ex<span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span>t.\n",
       "\n",
       "Please note: <span style=\"background-color: lightgreen;\">T</span>he list sh<span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">d</span>e<span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span> {category} t<span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span>t<span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">d</span>i<span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span>ed in the input text. Avoid including additional {category} or providing general information and descriptions.\n",
       "\n",
       "Examples:\n",
       "Example #0\n",
       "\n",
       "Input: Macronutrients\n",
       "\n",
       "Output: Carbohydrates, Proteins, Fats\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "Example #1\n",
       "\n",
       "Input: Vitamins\n",
       "\n",
       "Output: Vitamin A, Vitamin C, Vitamin D\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "Example #2\n",
       "\n",
       "Input: Minerals\n",
       "\n",
       "Output: Calcium, Iron, Magnesium\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "This refined prompt maintains the core <span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\"> </span>o<span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span>p<span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">{</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">}</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span>t, <span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">o</span>i<span style=\"background-color: lightgreen;\">d</span>ing the inclu<span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span>on <span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span>t<span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span> {category} o<span style=\"background-color: lightgreen;\">r</span> <span style=\"background-color: lightgreen;\">g</span>ene<span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">a</span>t<span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span>. <span style=\"background-color: lightgreen;\">T</span>hes<span style=\"background-color: lightgreen;\">e</span> a<span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">j</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span>vie<span style=\"background-color: lightgreen;\">w</span> t<span style=\"background-color: lightgreen;\">h</span>i<span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span>n<span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">j</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span>."
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       "\n",
       "=&gt; Iteration #<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>: Getting feedback, analyzing and improving <span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
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       "=> Iteration #\u001b[1;36m3\u001b[0m: Getting feedback, analyzing and improving \u001b[33m...\u001b[0m\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_0\n",
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_1\n",
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Predictions and feedback:\n",
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       "Predictions and feedback:\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">                                                                                                                   \n",
       " <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> category      </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> entities       </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> text          </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0        </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1       </span> \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Carbohydrates,   1.             \n",
       "  correct.        incorrect.                      Proteins, Fats   provide quick   Proteins, Fats   Carbohydrate…  \n",
       "                  Correct                                          energy,                          Provides       \n",
       "                  answer:                                          proteins are                     energy for     \n",
       "                  \"Carbohydrat…                                    essential for                    the body       \n",
       "                  provide quick                                    muscle repair                    2. Proteins:   \n",
       "                  energy,                                          and growth,                      Builds and     \n",
       "                  proteins are                                     and fats are                     repairs        \n",
       "                  essential for                                    vital for                        tissues,       \n",
       "                  muscle repair                                    long-term                        helps with     \n",
       "                  and growth,                                      energy                           immune         \n",
       "                  and fats are                                     storage and                      function       \n",
       "                  vital for                                        cell                             3. Fats:       \n",
       "                  long-term                                        function.                        Provides       \n",
       "                  energy                                                                            energy, helps  \n",
       "                  storage and                                                                       with hormone   \n",
       "                  cell                                                                              production     \n",
       "                  function.\"                                                                        and nutrient   \n",
       "                                                                                                    absorption     \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamins      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A is  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> The input     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> contains all  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> essential     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin E,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> vitamins and  </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A,   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin K,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> B vitamins.   </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Thiamine,      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D\"    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Riboflavin,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Niacin,        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Pantothenic    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Acid, Biotin,  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Folate,        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B6,    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin B12    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> User feedback: </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> correct.       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.\"     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Calcium, Iron,   Calcium,       \n",
       "  correct.        incorrect.                      Magnesium        necessary for   Magnesium        Iron,          \n",
       "                  Correct                                          maintaining                      Magnesium      \n",
       "                  answer:                                          healthy bones                                   \n",
       "                  \"Calcium is                                      and teeth,                                      \n",
       "                  necessary for                                    Iron is                                         \n",
       "                  maintaining                                      crucial for                                     \n",
       "                  healthy bones                                    making red                                      \n",
       "                  and teeth,                                       blood cells                                     \n",
       "                  Iron is                                          and                                             \n",
       "                  crucial for                                      transporting                                    \n",
       "                  making red                                       oxygen                                          \n",
       "                  blood cells                                      throughout                                      \n",
       "                  and                                              the body, and                                   \n",
       "                  transporting                                     Magnesium                                       \n",
       "                  oxygen                                           plays a role                                    \n",
       "                  throughout                                       in over 300                                     \n",
       "                  the body, and                                    enzyme                                          \n",
       "                  Magnesium                                        reactions in                                    \n",
       "                  plays a role                                     the human                                       \n",
       "                  in over 300                                      body,                                           \n",
       "                  enzyme                                           including the                                   \n",
       "                  reactions in                                     metabolism of                                   \n",
       "                  the human                                        food,                                           \n",
       "                  body,                                            synthesis of                                    \n",
       "                  including the                                    fatty acids                                     \n",
       "                  metabolism of                                    and proteins,                                   \n",
       "                  food,                                            and the                                         \n",
       "                  synthesis of                                     transmission                                    \n",
       "                  fatty acids                                      of nerve                                        \n",
       "                  and proteins,                                    impulses.                                       \n",
       "                  and the                                                                                          \n",
       "                  transmission                                                                                     \n",
       "                  of nerve                                                                                         \n",
       "                  impulses.\"                                                                                       \n",
       "                                                                                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "                                                                                                                   \n",
       " \u001b[1;35m \u001b[0m\u001b[1;35mskill_0__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mcategory     \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mentities      \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mtext         \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_0       \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1      \u001b[0m\u001b[1;35m \u001b[0m \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Carbohydrates,   1.             \n",
       "  correct.        incorrect.                      Proteins, Fats   provide quick   Proteins, Fats   Carbohydrate…  \n",
       "                  Correct                                          energy,                          Provides       \n",
       "                  answer:                                          proteins are                     energy for     \n",
       "                  \"Carbohydrat…                                    essential for                    the body       \n",
       "                  provide quick                                    muscle repair                    2. Proteins:   \n",
       "                  energy,                                          and growth,                      Builds and     \n",
       "                  proteins are                                     and fats are                     repairs        \n",
       "                  essential for                                    vital for                        tissues,       \n",
       "                  muscle repair                                    long-term                        helps with     \n",
       "                  and growth,                                      energy                           immune         \n",
       "                  and fats are                                     storage and                      function       \n",
       "                  vital for                                        cell                             3. Fats:       \n",
       "                  long-term                                        function.                        Provides       \n",
       "                  energy                                                                            energy, helps  \n",
       "                  storage and                                                                       with hormone   \n",
       "                  cell                                                                              production     \n",
       "                  function.\"                                                                        and nutrient   \n",
       "                                                                                                    absorption     \n",
       " \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamins     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A is \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mThe input    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcontains all \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2messential    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin E,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mvitamins and \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2m\"Vitamin A,  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2m\"Vitamin A is\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin K,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mB vitamins.  \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mVitamin C,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mThiamine,     \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mVitamin D\"   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mRiboflavin,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mNiacin,       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPantothenic   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mAcid, Biotin, \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mFolate,       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B6,   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin B12   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2m              \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mUser feedback:\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPrediction is \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcorrect.      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.     \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.\"    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Calcium, Iron,   Calcium,       \n",
       "  correct.        incorrect.                      Magnesium        necessary for   Magnesium        Iron,          \n",
       "                  Correct                                          maintaining                      Magnesium      \n",
       "                  answer:                                          healthy bones                                   \n",
       "                  \"Calcium is                                      and teeth,                                      \n",
       "                  necessary for                                    Iron is                                         \n",
       "                  maintaining                                      crucial for                                     \n",
       "                  healthy bones                                    making red                                      \n",
       "                  and teeth,                                       blood cells                                     \n",
       "                  Iron is                                          and                                             \n",
       "                  crucial for                                      transporting                                    \n",
       "                  making red                                       oxygen                                          \n",
       "                  blood cells                                      throughout                                      \n",
       "                  and                                              the body, and                                   \n",
       "                  transporting                                     Magnesium                                       \n",
       "                  oxygen                                           plays a role                                    \n",
       "                  throughout                                       in over 300                                     \n",
       "                  the body, and                                    enzyme                                          \n",
       "                  Magnesium                                        reactions in                                    \n",
       "                  plays a role                                     the human                                       \n",
       "                  in over 300                                      body,                                           \n",
       "                  enzyme                                           including the                                   \n",
       "                  reactions in                                     metabolism of                                   \n",
       "                  the human                                        food,                                           \n",
       "                  body,                                            synthesis of                                    \n",
       "                  including the                                    fatty acids                                     \n",
       "                  metabolism of                                    and proteins,                                   \n",
       "                  food,                                            and the                                         \n",
       "                  synthesis of                                     transmission                                    \n",
       "                  fatty acids                                      of nerve                                        \n",
       "                  and proteins,                                    impulses.                                       \n",
       "                  and the                                                                                          \n",
       "                  transmission                                                                                     \n",
       "                  of nerve                                                                                         \n",
       "                  impulses.\"                                                                                       \n",
       "                                                                                                                   \n"
      ]
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     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Skill output to improve: </span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\"> (</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Skill</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">)</span>\n",
       "<span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Accuracy = </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">66.67</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">%</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;31mSkill output to improve: \u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m \u001b[0m\u001b[1;31m(\u001b[0m\u001b[1;33mSkill\u001b[0m\u001b[1;31m=\u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m)\u001b[0m\n",
       "\u001b[1;31mAccuracy = \u001b[0m\u001b[1;36m66.67\u001b[0m\u001b[1;31m%\u001b[0m\n"
      ]
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"{system}\":\n",
      "You are a helpful assistant.\n",
      "\"{user}\":\n",
      "\n",
      "A prompt is a text paragraph that outlines the expected actions and instructs the large language model (LLM) to generate a specific output. This prompt is concatenated with the input text, and the model then creates the required output.\n",
      "This describes the full template how the prompt is concatenated with the input to produce the output:\n",
      "\n",
      "```\n",
      "\n",
      "{prompt}\n",
      "Input: {category}\n",
      "Output: {skill_0}\n",
      "```\n",
      "\n",
      "Here:\n",
      "- \"Input: {category}\" is input template,\n",
      "- \"{prompt}\" is the LLM prompt,\n",
      "- \"Output: {skill_0}\" is the output template.\n",
      "\n",
      "Model can produce erroneous output if a prompt is not well defined. In our collaboration, we’ll work together to refine a prompt. The process consists of two main steps:\n",
      "\n",
      "## Step 1\n",
      "I will provide you with the current prompt along with prediction examples. Each example contains the input text, the final prediction produced by the model, and the user feedback. User feedback indicates whether the model prediction is correct or not. Your task is to analyze the examples and user feedback, determining whether the existing instruction is describing the task reflected by these examples precisely, and suggests changes to the prompt to address the incorrect predictions.\n",
      "\n",
      "## Step 2\n",
      "Next, you will carefully review your reasoning in step 1, integrate the insights to refine the prompt, and provide me with the new prompt that improves the model’s performance.\n",
      "\"{assistant}\":\n",
      "Sure, I’d be happy to help you with this prompt engineering problem. Please provide me with the current prompt and the examples with user feedback.\n",
      "\"{user}\":\n",
      "\n",
      "## Current prompt\n",
      "Refined Prompt:\n",
      "\n",
      "List the {category} explicitly mentioned in the input text.\n",
      "\n",
      "Please note: The list should include only the specific {category} that are directly stated in the input text. Avoid including additional {category} or providing general information and descriptions.\n",
      "\n",
      "Examples:\n",
      "Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "This refined prompt maintains the core idea of the current prompt but provides clearer instructions to the model. It explicitly states that the list should only include the {category} that are directly mentioned in the input text, avoiding the inclusion of additional {category} or general information. These adjustments should help the model produce more accurate responses.\n",
      "\n",
      "Please review this refined prompt and let me know if any further adjustments are needed.\n",
      "\n",
      "## Examples\n",
      "### Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "\n",
      "### Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D, Vitamin E, Vitamin K, Thiamine, Riboflavin, Niacin, Pantothenic Acid, Biotin, Folate, Vitamin B6, Vitamin B12\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Vitamin A, Vitamin C, Vitamin D\"\n",
      "\n",
      "\n",
      "### Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "\n",
      "\n",
      "Summarize your analysis about incorrect predictions and suggest changes to the prompt.\n",
      "\"{assistant}\":\n",
      "Based on the user feedback, it seems that the model is correctly generating the desired outputs for most of the examples. However, it does struggle with providing a concise list instead of including additional items.\n",
      "\n",
      "To address this issue, we can modify the prompt to include explicit instructions about the desired length of the output list. Here's an updated prompt:\n",
      "\n",
      "## Updated Prompt\n",
      "\n",
      "List up to three {category} explicitly mentioned in the input text. Avoid including additional {category} or providing general information and descriptions.\n",
      "\n",
      "Please note: The list should only include the specific {category} that are directly stated in the input text.\n",
      "\n",
      "Examples:\n",
      "Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "With this updated prompt, the model will be explicitly instructed to provide a maximum of three {category} mentioned in the input text, ensuring that it avoids including additional or irrelevant items in the generated response.\n",
      "\n",
      "Please review this updated prompt and let me know if any further adjustments are needed.\n",
      "\"{user}\":\n",
      "\n",
      "Now please carefully review your reasoning in Step 1 and help with Step 2: refining the prompt.\n",
      "\n",
      "## Current prompt\n",
      "Refined Prompt:\n",
      "\n",
      "List the {category} explicitly mentioned in the input text.\n",
      "\n",
      "Please note: The list should include only the specific {category} that are directly stated in the input text. Avoid including additional {category} or providing general information and descriptions.\n",
      "\n",
      "Examples:\n",
      "Example #0\n",
      "\n",
      "Input: Macronutrients\n",
      "\n",
      "Output: Carbohydrates, Proteins, Fats\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #1\n",
      "\n",
      "Input: Vitamins\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "Example #2\n",
      "\n",
      "Input: Minerals\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is correct.\n",
      "\n",
      "This refined prompt maintains the core idea of the current prompt but provides clearer instructions to the model. It explicitly states that the list should only include the {category} that are directly mentioned in the input text, avoiding the inclusion of additional {category} or general information. These adjustments should help the model produce more accurate responses.\n",
      "\n",
      "Please review this refined prompt and let me know if any further adjustments are needed.\n",
      "\n",
      "## Follow this guidance to refine the prompt:\n",
      "\n",
      "1. The new prompt should should describe the task precisely, and address the points raised in the user feedback.\n",
      "\n",
      "2. The new prompt should be similar to the current instruction, and only differ in the parts that address the issues you identified in Step 1.\n",
      "    Example:\n",
      "    - Current prompt: \"The model should generate a summary of the input text.\"\n",
      "    - New prompt: \"The model should generate a summary of the input text. Pay attention to the original style.\"\n",
      "\n",
      "3. Reply only with the new prompt. Do not include input and output templates in the prompt.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "Refined Prompt:\n",
       "\n",
       "List <span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\"> </span>t<span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span>h<span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span>e {category} explicitly mentioned in the input text. <span style=\"background-color: lightgreen;\">A</span><span style=\"background-color: lightgreen;\">v</span>oid includi<span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">d</span>i<span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span> {category} <span style=\"background-color: lightgreen;\">o</span>r <span style=\"background-color: lightgreen;\">p</span>r<span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">g</span>e<span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span>l<span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">#</span><span style=\"background-color: lightgreen;\">0</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">M</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">O</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">C</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">h</span>yd<span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span>te<span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">,</span> <span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span>te<span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">F</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">U</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">E</span>x<span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">#</span><span style=\"background-color: lightgreen;\">1</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">V</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">O</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">V</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">A</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">V</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">C</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">V</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">D</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">U</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span>t.<span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">x</span>a<span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span>l<span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">#</span><span style=\"background-color: lightgreen;\">2</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">M</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">O</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">C</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">M</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">U</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">:</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">T</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">T</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span> {category} <span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span>o<span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span> <span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span>p<span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span>voiding the inclusion <span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span> <span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span>t<span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span> {category} <span style=\"background-color: lightgreen;\">o</span>r <span style=\"background-color: lightgreen;\">g</span>e<span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span>l<span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span>y f<span style=\"background-color: lightgreen;\">u</span>rt<span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">j</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span>n<span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span>."
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       "\n",
       "=&gt; Iteration #<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>: Getting feedback, analyzing and improving <span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
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       "\n",
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       "=> Iteration #\u001b[1;36m4\u001b[0m: Getting feedback, analyzing and improving \u001b[33m...\u001b[0m\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_0\n",
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_1\n",
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Predictions and feedback:\n",
       "</pre>\n"
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       "Predictions and feedback:\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">                                                                                                                   \n",
       " <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1__fb   </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> category      </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> entities       </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> text          </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_0        </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> skill_1       </span> \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Carbohydrates,   1.             \n",
       "  correct.        incorrect.                      Proteins, Fats   provide quick   Proteins, Fats   Carbohydrate…  \n",
       "                  Correct                                          energy,                          Provides       \n",
       "                  answer:                                          proteins are                     energy for     \n",
       "                  \"Carbohydrat…                                    essential for                    the body       \n",
       "                  provide quick                                    muscle repair                    2. Proteins:   \n",
       "                  energy,                                          and growth,                      Builds and     \n",
       "                  proteins are                                     and fats are                     repairs        \n",
       "                  essential for                                    vital for                        tissues,       \n",
       "                  muscle repair                                    long-term                        helps with     \n",
       "                  and growth,                                      energy                           immune         \n",
       "                  and fats are                                     storage and                      function       \n",
       "                  vital for                                        cell                             3. Fats:       \n",
       "                  long-term                                        function.                        Provides       \n",
       "                  energy                                                                            energy, helps  \n",
       "                  storage and                                                                       with hormone   \n",
       "                  cell                                                                              production     \n",
       "                  function.\"                                                                        and nutrient   \n",
       "                                                                                                    absorption     \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Prediction is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamins      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A is  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin A,    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> correct.      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> incorrect.    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C,    </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Correct       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin D     </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> answer:       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> \"Vitamin A is </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> crucial for   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> good vision   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and a healthy </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> immune        </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> system,       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> Vitamin C     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps in the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> repair of     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> tissues and   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> the enzymatic </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> production of </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> certain       </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> neurotransmi… </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> and Vitamin D </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> is essential  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> for strong    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> bones and     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.      </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> teeth as it   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> helps the     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> body absorb   </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       " <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> calcium.\"     </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">                </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span> \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Calcium, Iron,   Calcium,       \n",
       "  correct.        incorrect.                      Magnesium        necessary for   Magnesium        Iron,          \n",
       "                  Correct                                          maintaining                      Magnesium      \n",
       "                  answer:                                          healthy bones                                   \n",
       "                  \"Calcium is                                      and teeth,                                      \n",
       "                  necessary for                                    Iron is                                         \n",
       "                  maintaining                                      crucial for                                     \n",
       "                  healthy bones                                    making red                                      \n",
       "                  and teeth,                                       blood cells                                     \n",
       "                  Iron is                                          and                                             \n",
       "                  crucial for                                      transporting                                    \n",
       "                  making red                                       oxygen                                          \n",
       "                  blood cells                                      throughout                                      \n",
       "                  and                                              the body, and                                   \n",
       "                  transporting                                     Magnesium                                       \n",
       "                  oxygen                                           plays a role                                    \n",
       "                  throughout                                       in over 300                                     \n",
       "                  the body, and                                    enzyme                                          \n",
       "                  Magnesium                                        reactions in                                    \n",
       "                  plays a role                                     the human                                       \n",
       "                  in over 300                                      body,                                           \n",
       "                  enzyme                                           including the                                   \n",
       "                  reactions in                                     metabolism of                                   \n",
       "                  the human                                        food,                                           \n",
       "                  body,                                            synthesis of                                    \n",
       "                  including the                                    fatty acids                                     \n",
       "                  metabolism of                                    and proteins,                                   \n",
       "                  food,                                            and the                                         \n",
       "                  synthesis of                                     transmission                                    \n",
       "                  fatty acids                                      of nerve                                        \n",
       "                  and proteins,                                    impulses.                                       \n",
       "                  and the                                                                                          \n",
       "                  transmission                                                                                     \n",
       "                  of nerve                                                                                         \n",
       "                  impulses.\"                                                                                       \n",
       "                                                                                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "                                                                                                                   \n",
       " \u001b[1;35m \u001b[0m\u001b[1;35mskill_0__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1__fb  \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mcategory     \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mentities      \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mtext         \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_0       \u001b[0m\u001b[1;35m \u001b[0m \u001b[1;35m \u001b[0m\u001b[1;35mskill_1      \u001b[0m\u001b[1;35m \u001b[0m \n",
       " ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
       "  Prediction is   Prediction is   Macronutrien…   Carbohydrates,   Carbohydrates   Carbohydrates,   1.             \n",
       "  correct.        incorrect.                      Proteins, Fats   provide quick   Proteins, Fats   Carbohydrate…  \n",
       "                  Correct                                          energy,                          Provides       \n",
       "                  answer:                                          proteins are                     energy for     \n",
       "                  \"Carbohydrat…                                    essential for                    the body       \n",
       "                  provide quick                                    muscle repair                    2. Proteins:   \n",
       "                  energy,                                          and growth,                      Builds and     \n",
       "                  proteins are                                     and fats are                     repairs        \n",
       "                  essential for                                    vital for                        tissues,       \n",
       "                  muscle repair                                    long-term                        helps with     \n",
       "                  and growth,                                      energy                           immune         \n",
       "                  and fats are                                     storage and                      function       \n",
       "                  vital for                                        cell                             3. Fats:       \n",
       "                  long-term                                        function.                        Provides       \n",
       "                  energy                                                                            energy, helps  \n",
       "                  storage and                                                                       with hormone   \n",
       "                  cell                                                                              production     \n",
       "                  function.\"                                                                        and nutrient   \n",
       "                                                                                                    absorption     \n",
       " \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mPrediction is\u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamins     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A is \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin A,   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m \u001b[0m\u001b[2mcorrect.     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mincorrect.   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,    \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C,   \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mCorrect      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D     \u001b[0m\u001b[2m \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin D    \u001b[0m\u001b[2m \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2manswer:      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2m\"Vitamin A is\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcrucial for  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mgood vision  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand a healthy\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mimmune       \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2msystem,      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mVitamin C    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps in the \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mrepair of    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mtissues and  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mthe enzymatic\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mproduction of\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcertain      \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mneurotransmi…\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mand Vitamin D\u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mis essential \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mfor strong   \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbones and    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.     \u001b[0m\u001b[2m \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mteeth as it  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mhelps the    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mbody absorb  \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       " \u001b[2m               \u001b[0m \u001b[2m \u001b[0m\u001b[2mcalcium.\"    \u001b[0m\u001b[2m \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \u001b[2m                \u001b[0m \u001b[2m               \u001b[0m \n",
       "  Prediction is   Prediction is   Minerals        Calcium, Iron,   Calcium is      Calcium, Iron,   Calcium,       \n",
       "  correct.        incorrect.                      Magnesium        necessary for   Magnesium        Iron,          \n",
       "                  Correct                                          maintaining                      Magnesium      \n",
       "                  answer:                                          healthy bones                                   \n",
       "                  \"Calcium is                                      and teeth,                                      \n",
       "                  necessary for                                    Iron is                                         \n",
       "                  maintaining                                      crucial for                                     \n",
       "                  healthy bones                                    making red                                      \n",
       "                  and teeth,                                       blood cells                                     \n",
       "                  Iron is                                          and                                             \n",
       "                  crucial for                                      transporting                                    \n",
       "                  making red                                       oxygen                                          \n",
       "                  blood cells                                      throughout                                      \n",
       "                  and                                              the body, and                                   \n",
       "                  transporting                                     Magnesium                                       \n",
       "                  oxygen                                           plays a role                                    \n",
       "                  throughout                                       in over 300                                     \n",
       "                  the body, and                                    enzyme                                          \n",
       "                  Magnesium                                        reactions in                                    \n",
       "                  plays a role                                     the human                                       \n",
       "                  in over 300                                      body,                                           \n",
       "                  enzyme                                           including the                                   \n",
       "                  reactions in                                     metabolism of                                   \n",
       "                  the human                                        food,                                           \n",
       "                  body,                                            synthesis of                                    \n",
       "                  including the                                    fatty acids                                     \n",
       "                  metabolism of                                    and proteins,                                   \n",
       "                  food,                                            and the                                         \n",
       "                  synthesis of                                     transmission                                    \n",
       "                  fatty acids                                      of nerve                                        \n",
       "                  and proteins,                                    impulses.                                       \n",
       "                  and the                                                                                          \n",
       "                  transmission                                                                                     \n",
       "                  of nerve                                                                                         \n",
       "                  impulses.\"                                                                                       \n",
       "                                                                                                                   \n"
      ]
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Skill output to improve: </span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\"> (</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Skill</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_0\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">)</span>\n",
       "<span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Accuracy = </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">100.00</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">%</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;31mSkill output to improve: \u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m \u001b[0m\u001b[1;31m(\u001b[0m\u001b[1;33mSkill\u001b[0m\u001b[1;31m=\u001b[0m\u001b[32m\"skill_0\"\u001b[0m\u001b[1;31m)\u001b[0m\n",
       "\u001b[1;31mAccuracy = \u001b[0m\u001b[1;36m100.00\u001b[0m\u001b[1;31m%\u001b[0m\n"
      ]
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      "text/html": [
       "Refined Prompt:\n",
       "\n",
       "List up to three {category} explicitly mentioned in the input text. Avoid including additional {category} or providing general information and descriptions.\n",
       "\n",
       "Examples:\n",
       "Example #0\n",
       "\n",
       "Input: Macronutrients\n",
       "\n",
       "Output: Carbohydrates, Proteins, Fats\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "Example #1\n",
       "\n",
       "Input: Vitamins\n",
       "\n",
       "Output: Vitamin A, Vitamin C, Vitamin D\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "Example #2\n",
       "\n",
       "Input: Minerals\n",
       "\n",
       "Output: Calcium, Iron, Magnesium\n",
       "\n",
       "User feedback: Prediction is correct.\n",
       "\n",
       "This prompt has been updated to reflect the desired task more precisely and incorporate the user feedback. The instructions now explicitly state that the model should list up to three {category} mentioned in the input text, avoiding the inclusion of additional {category} or general information.\n",
       "\n",
       "Please review this refined prompt and let me know if any further adjustments are needed."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Skill output to improve: </span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_1\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\"> (</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Skill</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"skill_1\"</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">)</span>\n",
       "<span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Accuracy = </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">%</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;31mSkill output to improve: \u001b[0m\u001b[32m\"skill_1\"\u001b[0m\u001b[1;31m \u001b[0m\u001b[1;31m(\u001b[0m\u001b[1;33mSkill\u001b[0m\u001b[1;31m=\u001b[0m\u001b[32m\"skill_1\"\u001b[0m\u001b[1;31m)\u001b[0m\n",
       "\u001b[1;31mAccuracy = \u001b[0m\u001b[1;36m0.00\u001b[0m\u001b[1;31m%\u001b[0m\n"
      ]
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     "text": [
      "\"{system}\":\n",
      "You are a helpful assistant.\n",
      "\"{user}\":\n",
      "\n",
      "A prompt is a text paragraph that outlines the expected actions and instructs the large language model (LLM) to generate a specific output. This prompt is concatenated with the input text, and the model then creates the required output.\n",
      "This describes the full template how the prompt is concatenated with the input to produce the output:\n",
      "\n",
      "```\n",
      "\n",
      "{prompt}\n",
      "Input: {skill_0}\n",
      "Output: {skill_1}\n",
      "```\n",
      "\n",
      "Here:\n",
      "- \"Input: {skill_0}\" is input template,\n",
      "- \"{prompt}\" is the LLM prompt,\n",
      "- \"Output: {skill_1}\" is the output template.\n",
      "\n",
      "Model can produce erroneous output if a prompt is not well defined. In our collaboration, we’ll work together to refine a prompt. The process consists of two main steps:\n",
      "\n",
      "## Step 1\n",
      "I will provide you with the current prompt along with prediction examples. Each example contains the input text, the final prediction produced by the model, and the user feedback. User feedback indicates whether the model prediction is correct or not. Your task is to analyze the examples and user feedback, determining whether the existing instruction is describing the task reflected by these examples precisely, and suggests changes to the prompt to address the incorrect predictions.\n",
      "\n",
      "## Step 2\n",
      "Next, you will carefully review your reasoning in step 1, integrate the insights to refine the prompt, and provide me with the new prompt that improves the model’s performance.\n",
      "\"{assistant}\":\n",
      "Sure, I’d be happy to help you with this prompt engineering problem. Please provide me with the current prompt and the examples with user feedback.\n",
      "\"{user}\":\n",
      "\n",
      "## Current prompt\n",
      "...\n",
      "\n",
      "## Examples\n",
      "### Example #0\n",
      "\n",
      "Input: Carbohydrates, Proteins, Fats\n",
      "\n",
      "Output: 1. Carbohydrates: Provides energy for the body\n",
      "2. Proteins: Builds and repairs tissues, helps with immune function\n",
      "3. Fats: Provides energy, helps with hormone production and nutrient absorption\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Carbohydrates provide quick energy, proteins are essential for muscle repair and growth, and fats are vital for long-term energy storage and cell function.\"\n",
      "\n",
      "\n",
      "### Example #1\n",
      "\n",
      "Input: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "Output: Vitamin A, Vitamin C, Vitamin D\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Vitamin A is crucial for good vision and a healthy immune system, Vitamin C helps in the repair of tissues and the enzymatic production of certain neurotransmitters, and Vitamin D is essential for strong bones and teeth as it helps the body absorb calcium.\"\n",
      "\n",
      "\n",
      "### Example #2\n",
      "\n",
      "Input: Calcium, Iron, Magnesium\n",
      "\n",
      "Output: Calcium, Iron, Magnesium\n",
      "\n",
      "User feedback: Prediction is incorrect. Correct answer: \"Calcium is necessary for maintaining healthy bones and teeth, Iron is crucial for making red blood cells and transporting oxygen throughout the body, and Magnesium plays a role in over 300 enzyme reactions in the human body, including the metabolism of food, synthesis of fatty acids and proteins, and the transmission of nerve impulses.\"\n",
      "\n",
      "\n",
      "\n",
      "Summarize your analysis about incorrect predictions and suggest changes to the prompt.\n",
      "\"{assistant}\":\n",
      "Based on the analysis of the incorrect predictions and user feedback, it appears that the current prompt is not providing enough guidance to the model on how to describe the functions and benefits of the given nutrients accurately. The model is producing outputs that are either incomplete or not aligned with the expected descriptions.\n",
      "\n",
      "To address this issue, I suggest the following changes to the prompt:\n",
      "\n",
      "## Updated Prompt\n",
      "```\n",
      "Write a description of the functions and benefits of each given nutrient. Note how they contribute to the overall health and well-being of the body.\n",
      "```\n",
      "\n",
      "This updated prompt provides clearer instructions to the model, emphasizing the need to describe the functions and benefits of the nutrients and their impact on the body's health. It encourages the model to provide more comprehensive and accurate descriptions that align with the user feedback examples.\n",
      "\n",
      "Please let me know if you have any other suggestions or if there's anything else I can assist you with.\n",
      "\"{user}\":\n",
      "\n",
      "Now please carefully review your reasoning in Step 1 and help with Step 2: refining the prompt.\n",
      "\n",
      "## Current prompt\n",
      "...\n",
      "\n",
      "## Follow this guidance to refine the prompt:\n",
      "\n",
      "1. The new prompt should should describe the task precisely, and address the points raised in the user feedback.\n",
      "\n",
      "2. The new prompt should be similar to the current instruction, and only differ in the parts that address the issues you identified in Step 1.\n",
      "    Example:\n",
      "    - Current prompt: \"The model should generate a summary of the input text.\"\n",
      "    - New prompt: \"The model should generate a summary of the input text. Pay attention to the original style.\"\n",
      "\n",
      "3. Reply only with the new prompt. Do not include input and output templates in the prompt.\n"
     ]
    },
    {
     "data": {
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lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">y</span>.<span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">E</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span 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lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span>.<span style=\"background-color: lightgreen;\">\"</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">T</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span 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style=\"background-color: lightgreen;\">S</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">1</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">z</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">x</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">,</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">b</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">'</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">v</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">p</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">d</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">.</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">\n",
       "</span><span style=\"background-color: lightgreen;\">P</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">m</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">k</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">f</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">r</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">'</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\">g</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\">l</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">e</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">I</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">c</span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">n</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">a</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">s</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">y</span><span style=\"background-color: lightgreen;\">o</span><span style=\"background-color: lightgreen;\">u</span><span style=\"background-color: lightgreen;\"> </span><span style=\"background-color: lightgreen;\">w</span><span style=\"background-color: lightgreen;\">i</span><span style=\"background-color: lightgreen;\">t</span><span style=\"background-color: lightgreen;\">h</span><span style=\"background-color: lightgreen;\">.</span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Train is done!\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Train is done!\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from adala.agents import Agent\n",
    "from adala.skills import LinearSkillSet, TransformSkill\n",
    "from adala.environments import StaticEnvironment\n",
    "\n",
    "agent = Agent(\n",
    "    \n",
    "    # Require agent to learn sequence of two skills\n",
    "    skills=LinearSkillSet(skills=[\n",
    "        TransformSkill(name=\"skill_0\", instructions=\"...\", input_template=\"Input: {category}\", output_template=\"Output: {skill_0}\"),\n",
    "        TransformSkill(name=\"skill_1\", instructions=\"...\", input_template=\"Input: {skill_0}\", output_template=\"Output: {skill_1}\")\n",
    "    ]),\n",
    "    \n",
    "    # provide ground truth demonstration in environment\n",
    "    environment=StaticEnvironment(\n",
    "        df=pd.DataFrame(\n",
    "            [{\n",
    "              \"category\": \"Macronutrients\",\n",
    "              \"entities\": \"Carbohydrates, Proteins, Fats\",\n",
    "              \"text\": \"Carbohydrates provide quick energy, proteins are essential for muscle repair and growth, and fats are vital for long-term energy storage and cell function.\"\n",
    "            }, {\n",
    "              \"category\": \"Vitamins\",\n",
    "              \"entities\": \"Vitamin A, Vitamin C, Vitamin D\",\n",
    "              \"text\": \"Vitamin A is crucial for good vision and a healthy immune system, Vitamin C helps in the repair of tissues and the enzymatic production of certain neurotransmitters, and Vitamin D is essential for strong bones and teeth as it helps the body absorb calcium.\"\n",
    "            }, {\n",
    "              \"category\": \"Minerals\",\n",
    "              \"entities\": \"Calcium, Iron, Magnesium\",\n",
    "              \"text\": \"Calcium is necessary for maintaining healthy bones and teeth, Iron is crucial for making red blood cells and transporting oxygen throughout the body, and Magnesium plays a role in over 300 enzyme reactions in the human body, including the metabolism of food, synthesis of fatty acids and proteins, and the transmission of nerve impulses.\"\n",
    "            }]\n",
    "        ),\n",
    "        ground_truth_columns={\n",
    "            'skill_0': 'entities',\n",
    "            'skill_1': 'text'\n",
    "        },\n",
    "        matching_function='fuzzy',\n",
    "        matching_threshold=0.9\n",
    "    ),\n",
    ")\n",
    "\n",
    "agent.learn(learning_iterations=5)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_0\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Applying skill: skill_0\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█| 3/3 [00:01<00:00, \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Applying skill: skill_1\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Applying skill: skill_1\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█| 3/3 [00:03<00:00, \n"
     ]
    }
   ],
   "source": [
    "predictions = agent.run(pd.DataFrame([\n",
    "    ['Trace Minerals'],\n",
    "    ['Water-Soluble Vitamins'],\n",
    "    ['Fatty Acids']\n",
    "], columns=['category']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>skill_0</th>\n",
       "      <th>skill_1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Trace Minerals</td>\n",
       "      <td>Zinc, Copper, Selenium</td>\n",
       "      <td>\"Provide a comprehensive overview of the funct...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Water-Soluble Vitamins</td>\n",
       "      <td>Vitamin B, Vitamin C, Vitamin B12</td>\n",
       "      <td>\"Provide a comprehensive explanation of the fu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fatty Acids</td>\n",
       "      <td>Omega-3, Omega-6, Saturated Fats</td>\n",
       "      <td>\"Provide a comprehensive overview of the funct...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 category                            skill_0  \\\n",
       "0          Trace Minerals             Zinc, Copper, Selenium   \n",
       "1  Water-Soluble Vitamins  Vitamin B, Vitamin C, Vitamin B12   \n",
       "2             Fatty Acids   Omega-3, Omega-6, Saturated Fats   \n",
       "\n",
       "                                             skill_1  \n",
       "0  \"Provide a comprehensive overview of the funct...  \n",
       "1  \"Provide a comprehensive explanation of the fu...  \n",
       "2  \"Provide a comprehensive overview of the funct...  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions"
   ]
  }
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